{"id":"W7084605540","doi":"10.25318/2710040801-fra","title":"Estimations expérimentales des obstacles à la commercialisation de la propriété intellectuelle dans l'enseignement supérieur canadien, selon le type d'institution","year":2025,"lang":"fr","type":"dataset","venue":"Open MIND","topic":"Health and Medical Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Obstacle; Commercialization","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003206573,0.0004034175,0.0005321073,0.0002561149,0.003221855,0.0001805716,0.0007088879,0.001020583,0.003685625],"category_scores_gemma":[0.005333922,0.0004196216,0.0000706889,0.0006233387,0.000867182,0.0003394517,0.0003895224,0.001399279,0.0004582189],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00308463,"about_ca_system_score_gemma":0.02939969,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1505923,"about_ca_topic_score_gemma":0.1567957,"domain_scores_codex":[0.9934646,0.003676682,0.001061483,0.0006056844,0.0003391536,0.0008523353],"domain_scores_gemma":[0.9959528,0.001912155,0.0004351274,0.00060496,0.0003340785,0.0007608305],"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":[0.0001235271,0.0009244626,0.0004773049,0.001114878,0.0000644488,0.00001724888,0.04702055,0.00005971785,0.0001114888,0.0006419139,0.8582327,0.0912118],"study_design_scores_gemma":[0.000947543,0.0001928342,0.002086187,0.003053461,0.0002191457,0.00001612862,0.03644649,0.0003772119,0.000458496,0.0002575945,0.9555971,0.0003478372],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.2699607,0.004705554,0.009046369,0.0181736,0.01168791,0.01880797,0.4933647,0.00004899786,0.1742042],"genre_scores_gemma":[0.04780582,0.002267083,0.0297064,0.001750817,0.0006028917,0.0009919516,0.9053831,0.00005024067,0.01144171],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.4120184,"threshold_uncertainty_score":0.9998255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07551020170497748,"score_gpt":0.445307568354559,"score_spread":0.3697973666495815,"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."}}