{"id":"W7000172117","doi":"","title":"ERIC ED499848: Student Success: The Newsletter for Higher Education Professionals, November 2007","year":2007,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"Drug Solubulity and Delivery Systems","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Higher education; State (computer science); Event (particle physics); Community college; Educational research; Student life","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001050619,0.0004421816,0.0004861585,0.0001285804,0.0002222386,0.00005399176,0.0006127947,0.001095073,0.5449603],"category_scores_gemma":[0.00005284945,0.0003443373,0.0002510912,0.00002122426,0.0002286007,7.007187e-7,0.0001208291,0.0007956869,0.01312117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001042628,"about_ca_system_score_gemma":0.0001269192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00108197,"about_ca_topic_score_gemma":0.000341411,"domain_scores_codex":[0.997506,0.0003158011,0.0009281479,0.0002888117,0.000463481,0.0004977092],"domain_scores_gemma":[0.9976066,0.0005739591,0.000926964,0.0004116464,0.0003036698,0.0001771318],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002418692,0.0003924869,0.00004011026,0.0007886381,0.0002450601,0.000004241521,0.0002526194,0.0001118637,7.472845e-7,0.0002132056,0.9957382,0.001970933],"study_design_scores_gemma":[0.0009046178,0.0000876109,0.00008610226,0.0002263436,0.000202385,0.00002614147,0.0002275764,0.00001328359,0.00001197505,0.00001196197,0.9978142,0.0003877709],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001298418,0.001930382,0.000001291885,0.001822348,0.007238436,0.002000811,0.0002545433,0.0001422271,0.9864801],"genre_scores_gemma":[0.0008466415,0.0001765077,0.0002204275,0.01341426,0.002087427,0.0002080463,0.0003632841,0.000131579,0.9825518],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5318391,"threshold_uncertainty_score":0.9999009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03523098510953401,"score_gpt":0.3403090133877066,"score_spread":0.3050780282781726,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}