{"id":"W4410785135","doi":"10.1093/9780199289011.001.0001","title":"Pharmaceutical, Biotechnology and Chemical Inventions","year":2011,"lang":"en","type":"book","venue":"","topic":"Biotechnology and Related Fields","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biotechnology; Business; Engineering; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002764848,0.0007509402,0.0005104882,0.001372579,0.001328096,0.004659816,0.0004421561,0.001116512,0.03644661],"category_scores_gemma":[0.0009379453,0.000248307,0.0003122524,0.001955347,0.002361079,0.003043391,0.00126362,0.002847267,0.01536197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002011384,"about_ca_system_score_gemma":0.002310995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002998829,"about_ca_topic_score_gemma":0.005088508,"domain_scores_codex":[0.999551,0.00007862882,0.00001448544,0.00006847201,0.0002546539,0.00003269083],"domain_scores_gemma":[0.9996651,0.0001661766,0.00002338153,0.00003081333,0.00008047116,0.00003411584],"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":[0.00002542068,0.00005235467,0.0001371561,0.0004730378,0.000006390116,0.0001189293,0.0007816267,0.0006129889,0.0006890448,0.3932898,0.4561642,0.1476491],"study_design_scores_gemma":[0.000001388075,0.000007803143,0.0001188639,0.0001634823,0.000001465802,0.0000597198,0.00009680455,0.00007467638,0.00006331214,0.01604871,0.9833614,0.000002312706],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000772393,0.06348689,0.002035361,0.005721457,0.004484162,0.00004373954,0.0001620246,0.0001186464,0.9231755],"genre_scores_gemma":[0.00891754,0.03774182,0.002439743,0.003058314,0.001757342,0.00005206207,0.0002384404,0.00009883397,0.945696],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03644661,"threshold_uncertainty_score":0.121926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03285095538292742,"score_gpt":0.2849038030404482,"score_spread":0.2520528476575207,"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."}}