{"id":"W6904840632","doi":"10.1371/journal.pone.0318509.s003","title":"Proportion of generic drugs by quarter (%).","year":2025,"lang":"en","type":"article","venue":"Figshare","topic":"Pharmaceutical Economics and Policy","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Drug industry; Payment; Procurement","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009741083,0.0009386279,0.0007227682,0.003937309,0.0003168904,0.001370263,0.001440221,0.000479699,0.3370928],"category_scores_gemma":[0.01164446,0.0004121159,0.001280706,0.00532221,0.0002093822,0.00142153,0.0008851261,0.00160752,0.09262193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001482177,"about_ca_system_score_gemma":0.001150779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03957145,"about_ca_topic_score_gemma":0.02691548,"domain_scores_codex":[0.9987702,0.0001258253,0.0001589059,0.0002127962,0.0004916606,0.0002406119],"domain_scores_gemma":[0.9948081,0.001658018,0.0007344441,0.0003010085,0.002265985,0.0002324104],"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":[0.0001234005,0.0000316258,0.003868497,0.0008436801,0.00004405362,0.00001930928,0.00002318794,0.0003081246,0.0001314767,0.00144462,0.9788799,0.01428211],"study_design_scores_gemma":[0.0004360839,0.0001171717,0.118869,0.001079484,0.0001314947,0.0003180256,0.0006899161,0.001733398,0.002031713,0.002400615,0.8721209,0.00007220357],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.001945546,0.0002357711,0.0004591153,0.0004631179,0.0003662581,0.0001127499,0.9842088,0.000622906,0.01158584],"genre_scores_gemma":[0.04896872,0.0011893,0.003642543,0.001578533,0.0004572735,0.0007728141,0.8682519,0.001145101,0.07399383],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.3370928,"threshold_uncertainty_score":0.9455567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05071055892004477,"score_gpt":0.2780006825665216,"score_spread":0.2272901236464768,"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."}}