{"id":"W4413186588","doi":"10.32920/29896169","title":"Is It Time to Regulate Collaborative Practice?","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Conflict of Laws and Jurisdiction","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business; Process management; Computer science; Knowledge management","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":[0.04292678,0.0004632213,0.001047228,0.001239963,0.01338073,0.02276783,0.004431543,0.01608478,0.0161112],"category_scores_gemma":[0.09225979,0.0006457012,0.001225588,0.001526293,0.06696628,0.0346356,0.01107579,0.02123341,0.004739647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01544702,"about_ca_system_score_gemma":0.0384846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02140596,"about_ca_topic_score_gemma":0.01649428,"domain_scores_codex":[0.9610106,0.01858195,0.001487445,0.004964373,0.006971746,0.006983823],"domain_scores_gemma":[0.9102178,0.03566198,0.010098,0.009133779,0.01574818,0.0191402],"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":[0.00003654527,0.00008958294,0.0008569052,0.0001482525,0.00002358262,0.0001243632,0.02319107,0.0001371862,0.0003089994,0.9087479,0.04225019,0.02408546],"study_design_scores_gemma":[0.00007757229,0.00008123647,0.001183205,0.001010166,0.0000295882,0.0001278653,0.035972,0.0003036892,0.0004552653,0.5399464,0.4207169,0.0000960204],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.008991001,0.00561899,0.01879709,0.8502668,0.004841168,0.00009499804,0.0000695415,0.0002037149,0.1111167],"genre_scores_gemma":[0.6680402,0.005156208,0.01427126,0.2675291,0.005123675,0.001017961,0.0001550601,0.0005168102,0.03818977],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04292678,"threshold_uncertainty_score":0.2270213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02926464258812165,"score_gpt":0.39063425734414,"score_spread":0.3613696147560183,"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."}}