{"id":"W4399139284","doi":"10.31579/2578-8949/156","title":"Pharmaceutical Product Liability","year":2024,"lang":"en","type":"article","venue":"Dermatology and Dermatitis","topic":"Pharmaceutical Quality and Counterfeiting","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Karachi; University of Calgary","keywords":"Product liability; Business; Liability; Product (mathematics); Accounting; Mathematics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.01184394,0.001289374,0.001582673,0.003746657,0.005353311,0.01238078,0.004416665,0.0144035,0.1562193],"category_scores_gemma":[0.05745961,0.001069376,0.001799199,0.003301771,0.004595595,0.007313949,0.007530655,0.008721833,0.114026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004009368,"about_ca_system_score_gemma":0.01645554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003270882,"about_ca_topic_score_gemma":0.002427598,"domain_scores_codex":[0.9633189,0.007101191,0.003947565,0.003595426,0.01942908,0.002607758],"domain_scores_gemma":[0.9585723,0.01108307,0.003794907,0.01013786,0.01399141,0.002420388],"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":[0.0000860718,0.0001254925,0.001072186,0.000892024,0.00004301692,0.001036195,0.0008655866,0.0002058389,0.0007776666,0.2400408,0.5920986,0.1627565],"study_design_scores_gemma":[0.00001542347,0.00003006166,0.0002961023,0.0004510008,0.00001214471,0.0007992469,0.0000841382,0.00008497782,0.0002618912,0.01157053,0.9863799,0.00001448631],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001659362,0.008953863,0.007682697,0.02004209,0.00306258,0.0006404088,0.002142542,0.0009038506,0.9549125],"genre_scores_gemma":[0.08037639,0.02104124,0.01375741,0.05928038,0.005655583,0.00178034,0.008222244,0.0008315417,0.8090549],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1562193,"threshold_uncertainty_score":0.5226058,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03993946015874283,"score_gpt":0.3773289111434103,"score_spread":0.3373894509846675,"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."}}