{"id":"W2310556610","doi":"","title":"University-Industry Relations and Some Lessons from Biotech","year":2003,"lang":"en","type":"article","venue":"Papyrus : Institutional Repository (Université de Montréal)","topic":"Biotechnology and Related Fields","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Business; Biotechnology; Marketing; Engineering; Management; Economics; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00007511619,0.0001316645,0.0001638614,0.0001881582,0.00268724,0.000007421557,0.00008181424,0.002442351,0.00007072189],"category_scores_gemma":[0.00004513267,0.0001409642,0.00007723444,0.0002319833,0.000341847,0.0001598923,0.00006962402,0.001695872,0.00003720128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008734653,"about_ca_system_score_gemma":0.0004812887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002627223,"about_ca_topic_score_gemma":0.000155239,"domain_scores_codex":[0.9992216,0.00005847339,0.0001050038,0.0002871994,0.0001388851,0.0001887926],"domain_scores_gemma":[0.999412,0.00005978092,0.00006220125,0.0002289644,0.000047153,0.0001898988],"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":[0.0004497233,0.0003157594,0.06794517,0.00002440311,0.0007350094,0.006256594,0.003455771,0.0001616205,0.05046789,0.8647341,0.002524397,0.002929539],"study_design_scores_gemma":[0.005160887,0.0002153281,0.1543281,0.0002584672,0.001067274,0.004630786,0.0224027,0.0006601911,0.05294144,0.003729458,0.7539199,0.0006854974],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9294946,0.008204754,0.0005391703,0.01914257,0.0002485653,0.0001673803,0.00002678755,0.0002015978,0.04197454],"genre_scores_gemma":[0.9661151,0.0008239817,0.001113183,0.0002446239,0.00003256657,6.191891e-7,0.00002000138,0.000008188231,0.03164174],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8610047,"threshold_uncertainty_score":0.9988527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006537008883525861,"score_gpt":0.175192993992057,"score_spread":0.1686559851085311,"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."}}