{"id":"W3216595348","doi":"10.1111/poms.13621","title":"Are Biopharma Firms Discontinuing Doomed Drug Discovery Projects Fast Enough?","year":2021,"lang":"en","type":"article","venue":"Production and Operations Management","topic":"Biotechnology and Related Fields","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Business; Operations management; Computer science; Industrial organization; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009573802,0.00009717662,0.000126895,0.0001108759,0.0002461031,0.00007171051,0.00003104105,0.000169782,0.00005436391],"category_scores_gemma":[0.00004661502,0.00007710784,0.00003218052,0.0002955851,0.0000680333,0.0002062179,0.00007752861,0.0004178529,0.00001966454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002273457,"about_ca_system_score_gemma":0.0000149728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005333966,"about_ca_topic_score_gemma":0.00004283042,"domain_scores_codex":[0.9992593,0.00002353128,0.0001531397,0.0003434821,0.00009258748,0.0001279423],"domain_scores_gemma":[0.999635,0.000002867691,0.00003428687,0.0002347703,0.00005856303,0.00003454923],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009555775,0.008689942,0.03111244,0.005795831,0.005939876,0.003234976,0.01987906,0.003217257,0.1627417,0.2599392,0.1816263,0.3168679],"study_design_scores_gemma":[0.005322266,0.0002340031,0.09942461,0.001858857,0.001626449,0.00110339,0.05125722,0.002297409,0.3254571,0.0002436191,0.5099187,0.001256362],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6577733,0.002058836,0.001380312,0.3321507,0.001276758,0.0009765648,0.000004597362,0.0002102369,0.004168733],"genre_scores_gemma":[0.9193697,0.003359132,0.001453501,0.0009170004,0.0001767928,0.00006392621,0.00003684688,0.00001005113,0.07461306],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3312337,"threshold_uncertainty_score":0.3144366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01217947774451239,"score_gpt":0.2481733339687262,"score_spread":0.2359938562242138,"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."}}