{"id":"W4400440854","doi":"10.5465/amproc.2024.20999symposium","title":"Facilitating Innovation Within Genomic Research and New Drug Development","year":2024,"lang":"en","type":"article","venue":"Academy of Management Proceedings","topic":"Biotechnology and Related Fields","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Quest University Canada","funders":"","keywords":"Drug development; Drug; Business; Computational biology; Biology; Pharmacology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02885346,0.0005635039,0.000666615,0.003045514,0.004029656,0.01674466,0.001665759,0.005801548,0.01832864],"category_scores_gemma":[0.03496397,0.000580837,0.0007693809,0.002409118,0.02423106,0.0186014,0.02082845,0.004334919,0.002546775],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006734369,"about_ca_system_score_gemma":0.01968992,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001619327,"about_ca_topic_score_gemma":0.001902726,"domain_scores_codex":[0.9704075,0.01812801,0.0008151626,0.001997553,0.006034025,0.002617666],"domain_scores_gemma":[0.9424984,0.04254998,0.004401213,0.005914679,0.001806729,0.002828932],"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":[0.0000230819,0.0000884673,0.0008197149,0.0002219353,0.00001468235,0.0001175508,0.001970762,0.0008150798,0.0007457061,0.9263597,0.007726402,0.06109694],"study_design_scores_gemma":[0.00007414699,0.0001093172,0.001194352,0.0005621283,0.00002038858,0.0002055606,0.002339287,0.0008758522,0.002227152,0.7248579,0.267497,0.00003706086],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03208895,0.02710587,0.09007699,0.2288255,0.001824138,0.0004716162,0.00008849535,0.0006449379,0.6188734],"genre_scores_gemma":[0.8648605,0.02454314,0.05117697,0.01602004,0.002918438,0.0005451436,0.00009821324,0.0001962526,0.03964134],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02885346,"threshold_uncertainty_score":0.1525935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08177218913995889,"score_gpt":0.3505905225150533,"score_spread":0.2688183333750945,"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."}}