{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":3,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":3,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"1947cf3f09ae","filters":{"venue":"AAPS introductions in the pharmaceutical sciences"}},"results":[{"id":"W2901135233","doi":"10.1007/978-3-030-02472-7_2","title":"Solid Dose Formulations","year":2018,"lang":"en","type":"book-chapter","venue":"AAPS introductions in the pharmaceutical sciences","topic":"Drug Solubulity and Delivery Systems","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Apotex (Canada); Alphora Research (Canada)","funders":"","keywords":"Manufacturing engineering; Manufacturing process; Process engineering; Process (computing); Dosage form; Pharmaceutical manufacturing; 3D printing; Computer science; Biochemical engineering; Engineering; Materials science; Medicine; Mechanical engineering; Pharmacology; Composite material","authors":[{"name":"Ajay Babu Pazhayattil","is_ca":true},{"name":"Naheed Sayeed-Desta","is_ca":true},{"name":"Emilija Fredro-Kumbaradzi","is_ca":true},{"name":"Jordan Collins","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2385963895223296,"gpt":0.4990320245334751,"spread":0.2604356350111455,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004659551,0.0008960061,0.0006286163,0.001419952,0.000512168,0.001362825,0.0008955363,0.00112986,0.132241],"category_scores_gemma":[0.0006549543,0.0003461561,0.000573852,0.000952068,0.0003614248,0.0008667099,0.0008043798,0.001704893,0.09349204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003844579,"about_ca_system_score_gemma":0.0006652834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006700414,"about_ca_topic_score_gemma":0.0009549104,"domain_scores_codex":[0.9994634,0.00005669831,0.00003039546,0.00009952125,0.0003107678,0.00003925018],"domain_scores_gemma":[0.9998467,0.00003026131,0.00002288795,0.00002001717,0.00006094013,0.00001925394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004562877,0.0006927396,0.0001892075,0.002290571,0.0000647323,0.0005180036,0.0001792642,0.0006361392,0.1088507,0.02040235,0.2251881,0.6405319],"study_design_scores_gemma":[0.00007408419,0.0003525196,0.0003745044,0.0002013792,0.00002937107,0.0007718266,0.00003794434,0.0002969342,0.04272592,0.001954169,0.9531606,0.00002075477],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0146813,0.04220991,0.06539747,0.002168996,0.003928386,0.002938637,0.01353945,0.005529883,0.849606],"genre_scores_gemma":[0.0471945,0.03138146,0.0345243,0.00275779,0.000721727,0.001279177,0.00771345,0.0007365018,0.873691],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.132241,"threshold_uncertainty_score":0.4423902,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2970439376","doi":"10.1007/978-3-030-27484-9","title":"Solid Oral Dose Process Validation, Volume Two","year":2019,"lang":"en","type":"book","venue":"AAPS introductions in the pharmaceutical sciences","topic":"Safe Handling of Antineoplastic Drugs","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Alphora Research (Canada); Apotex (Canada); Sanofi (Canada)","funders":"","keywords":"Process validation; Process (computing); Volume (thermodynamics); Computer science; Verification and validation; Engineering; Operations management; Physics","authors":[{"name":"Ajay Babu Pazhayattil","is_ca":false},{"name":"Naheed Sayeed-Desta","is_ca":true},{"name":"Emilija Fredro-Kumbaradzi","is_ca":true},{"name":"Marzena Ingram","is_ca":true},{"name":"J. D. Collins","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1255649383813698,"gpt":0.528849030089642,"spread":0.4032840917082722,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001935907,0.002167814,0.00156879,0.004211739,0.001023585,0.003010681,0.002193911,0.002139181,0.06662859],"category_scores_gemma":[0.002923104,0.001285644,0.001105185,0.002482755,0.0009779214,0.002373736,0.001513689,0.002050876,0.05607896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001298486,"about_ca_system_score_gemma":0.002872107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003067115,"about_ca_topic_score_gemma":0.005160901,"domain_scores_codex":[0.997439,0.0002723201,0.0001246094,0.0002230437,0.001856387,0.00008467616],"domain_scores_gemma":[0.9980835,0.0005395149,0.00009665123,0.0002095302,0.001003405,0.00006751103],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002764965,0.0005838294,0.0002006406,0.001216364,0.00003560497,0.000168721,0.0000674418,0.002041894,0.02187582,0.004086325,0.3557516,0.6136953],"study_design_scores_gemma":[0.00003889004,0.0004718716,0.0009703664,0.0003078053,0.00003231436,0.000593775,0.00003844011,0.002056808,0.02724168,0.003976624,0.9642265,0.00004495686],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.007910391,0.1262439,0.1695468,0.00627475,0.02836405,0.002320063,0.007327417,0.007813201,0.6441994],"genre_scores_gemma":[0.01291422,0.03191083,0.02656586,0.001373525,0.002569112,0.0005345708,0.00475693,0.001843895,0.9175312],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.06662859,"threshold_uncertainty_score":0.2228948,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2971192375","doi":"10.1007/978-3-030-27484-9_1","title":"Stage 1A: Quality by Design Product Development","year":2019,"lang":"en","type":"book-chapter","venue":"AAPS introductions in the pharmaceutical sciences","topic":"Drug Solubulity and Delivery Systems","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Privacy Analytics (Canada); Alphora Research (Canada); Apotex (Canada); Sanofi (Canada)","funders":"","keywords":"Quality by Design; Innovator; New product development; Product (mathematics); Quality (philosophy); Computer science; Process validation; Product design specification; Product design; Process (computing); Process management; Risk analysis (engineering); Manufacturing engineering; Engineering; Medicine; Business; Mathematics; Marketing","authors":[{"name":"Ajay Babu Pazhayattil","is_ca":false},{"name":"Naheed Sayeed-Desta","is_ca":true},{"name":"Emilija Fredro-Kumbaradzi","is_ca":true},{"name":"Marzena Ingram","is_ca":true},{"name":"Jordan Collins","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3400515522482934,"gpt":0.4840798191162927,"spread":0.1440282668679992,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007308698,0.001948657,0.001717204,0.003993129,0.001578954,0.00824469,0.002580284,0.002247483,0.08839132],"category_scores_gemma":[0.009850048,0.001604909,0.00164197,0.00238157,0.001302981,0.003027194,0.0025222,0.003010871,0.05479093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003580503,"about_ca_system_score_gemma":0.0126693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004581499,"about_ca_topic_score_gemma":0.004678031,"domain_scores_codex":[0.9908535,0.00109433,0.000313006,0.0006962992,0.006301188,0.0007416108],"domain_scores_gemma":[0.9907927,0.001926598,0.0005823211,0.0006672906,0.005466653,0.0005643909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003332344,0.0005913285,0.001024004,0.00267,0.00005591187,0.0002518919,0.0007962243,0.003027375,0.02691687,0.04760727,0.1960413,0.7206846],"study_design_scores_gemma":[0.00007915506,0.001285108,0.002370941,0.0009141689,0.00003490915,0.0004088323,0.0002081087,0.001972215,0.02676721,0.01312832,0.9527605,0.00007064463],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01654525,0.01421766,0.3736293,0.00610185,0.00345135,0.01405619,0.005397469,0.006636626,0.5599644],"genre_scores_gemma":[0.0422508,0.01183973,0.3221006,0.003629931,0.0008662614,0.004239248,0.00555971,0.003335672,0.606178],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08839132,"threshold_uncertainty_score":0.2956984,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}