{"id":"W4413105595","doi":"10.32920/29896169.v1","title":"Is It Time to Regulate Collaborative Practice?","year":2025,"lang":"en","type":"article","venue":"","topic":"Interprofessional Education and Collaboration","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Process management; Knowledge management; Business","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":[0.06190948,0.0005416821,0.001227594,0.001322893,0.01620622,0.02815207,0.005836117,0.02179777,0.0167203],"category_scores_gemma":[0.1283316,0.0008465673,0.001669562,0.001674518,0.06935593,0.04321831,0.01461155,0.03253235,0.006255432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01612127,"about_ca_system_score_gemma":0.05519063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01949614,"about_ca_topic_score_gemma":0.01695941,"domain_scores_codex":[0.9308119,0.03610282,0.002889364,0.00631448,0.01219801,0.01168349],"domain_scores_gemma":[0.8522969,0.05854031,0.01475939,0.01175424,0.02306266,0.03958651],"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":[0.0001032092,0.0002876971,0.00168269,0.0005302392,0.00005734289,0.0003441305,0.05003644,0.0002127903,0.0005995571,0.7573278,0.1275957,0.06122239],"study_design_scores_gemma":[0.0001274972,0.0001840048,0.001462326,0.002538243,0.00004512509,0.0002968298,0.07100947,0.0002936664,0.0005575083,0.3505327,0.5727766,0.0001761486],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003693647,0.005372334,0.008074499,0.9351406,0.005932278,0.00006100828,0.00003305799,0.0001413139,0.04155131],"genre_scores_gemma":[0.3709107,0.00915077,0.01332517,0.5670033,0.008972996,0.001145967,0.0001355496,0.0005084932,0.02884709],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06190948,"threshold_uncertainty_score":0.3274125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02688228223528254,"score_gpt":0.5101136140654995,"score_spread":0.4832313318302169,"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."}}