{"id":"W2066133018","doi":"10.1016/j.drudis.2011.06.006","title":"Biopharma business models in Canada","year":2011,"lang":"en","type":"article","venue":"Drug Discovery Today","topic":"Biotechnology and Related Fields","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Timeline; Business model; Business; Drug development; Knowledge management; Computer science; Data science; Marketing; Drug; Biology; Mathematics","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":[],"consensus_categories":[],"category_scores_codex":[0.002091228,0.0003581932,0.0003703388,0.002882783,0.00939279,0.01123836,0.001540736,0.002775367,0.01759983],"category_scores_gemma":[0.007557552,0.0005135038,0.0006731646,0.004140396,0.002621228,0.002004184,0.001815742,0.003095814,0.001006449],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.2211582,"about_ca_system_score_gemma":0.2878883,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.993802,"about_ca_topic_score_gemma":0.996689,"domain_scores_codex":[0.9953079,0.0003548193,0.0001222431,0.0002797768,0.002434272,0.001501087],"domain_scores_gemma":[0.9874407,0.001435049,0.0003766945,0.0001990821,0.004918981,0.005629535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002609662,0.0003220155,0.03072231,0.0001878726,0.00005608351,0.0007652957,0.001526362,0.006627492,0.0006428133,0.609016,0.2648874,0.08498543],"study_design_scores_gemma":[0.0001319132,0.0001309298,0.06311554,0.000346902,0.00006755361,0.0002620683,0.005493679,0.01509885,0.0008528493,0.02382515,0.8905055,0.0001689479],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1697578,0.01162496,0.002513153,0.1363699,0.001242943,0.0003093976,0.004123956,0.0004799096,0.6735781],"genre_scores_gemma":[0.7680944,0.006184435,0.002067482,0.007968543,0.0001503584,0.00005842606,0.001038795,0.0001370043,0.2143006],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7788417,"threshold_uncertainty_score":0.9033461,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01664959635309743,"score_gpt":0.2031629336648992,"score_spread":0.1865133373118018,"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."}}