{"id":"W4249848371","doi":"10.1142/s0219030315000816","title":"INSIDE INDUSTRY","year":2015,"lang":"en","type":"article","venue":"Asia-Pacific Biotech News","topic":"Pharmaceutical Economics and Policy","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Daratumumab; Health care; Disease control; Business; Quarter (Canadian coin); Engineering; Medicine; Management; Medical education; Political science; Environmental health; Internal medicine; Geography; Economics","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":[],"category_scores_codex":[0.0005061913,0.0002162202,0.0004246162,0.000256909,0.00006946256,0.0001226217,0.0003539332,0.0006089673,0.000498187],"category_scores_gemma":[0.0001506446,0.0002512711,0.0001221263,0.0003422488,0.0001022955,0.0002501145,0.000118063,0.0007571904,0.005353836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000159873,"about_ca_system_score_gemma":0.00008262023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003938297,"about_ca_topic_score_gemma":0.00002484499,"domain_scores_codex":[0.9983388,0.00001740347,0.0006433312,0.0004820654,0.00003637092,0.0004820546],"domain_scores_gemma":[0.9986733,0.00002890216,0.0002344715,0.0005440649,0.00002419968,0.0004950505],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005580503,0.0002619661,0.02798413,0.00002531187,0.0001467936,0.00002799931,0.0008477716,0.00007504041,0.0002110871,0.4971595,0.4558244,0.01738018],"study_design_scores_gemma":[0.0006249955,0.00005354747,0.0007372889,0.000005321408,0.000004670477,0.00001522726,0.000386982,0.0006220452,0.001066787,0.0764322,0.9197149,0.0003360866],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1062829,0.001892888,0.0004756248,0.02739067,0.001369187,0.0002935168,0.0002954759,0.0001793442,0.8618203],"genre_scores_gemma":[0.9919474,0.0002174799,0.0008202304,0.002887332,0.0004681761,0.00001867448,0.00002242177,0.00004282681,0.003575434],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8856645,"threshold_uncertainty_score":0.999994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.121737675228591,"score_gpt":0.295119562289632,"score_spread":0.173381887061041,"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."}}