{"id":"W2991574735","doi":"10.4324/9780429398704-9","title":"Responding Restoratively to Student Misconduct and Professional Regulation","year":2019,"lang":"en","type":"book-chapter","venue":"","topic":"Counseling Practices and Supervision","field":"Psychology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Misconduct; Psychology; Scientific misconduct; Medical education; Political science; Engineering ethics; Medicine; Law; Engineering; Alternative medicine; Pathology","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":[0.002698249,0.0001604624,0.0001137842,0.0003954513,0.003663454,0.002434577,0.0008292818,0.001530871,0.00477836],"category_scores_gemma":[0.004341236,0.0001369602,0.000139495,0.0002639866,0.003056029,0.001240126,0.00197326,0.002559923,0.00093373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002052208,"about_ca_system_score_gemma":0.004519837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005358707,"about_ca_topic_score_gemma":0.02598061,"domain_scores_codex":[0.9984595,0.0007675838,0.00003849895,0.00007722504,0.0004382943,0.0002190229],"domain_scores_gemma":[0.9983863,0.0009363173,0.0001715001,0.0001132944,0.0002140107,0.0001787017],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002428725,0.0003087877,0.007169587,0.000121286,0.000005175573,0.001320027,0.2396212,0.0005043267,0.001972838,0.2423642,0.1287477,0.3778405],"study_design_scores_gemma":[0.000004431213,0.0001442249,0.01335804,0.0003504268,0.000007227236,0.001864483,0.1458355,0.001397408,0.002967465,0.04467684,0.7893607,0.00003331098],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1489065,0.001858242,0.008639286,0.03221961,0.000772915,0.0001308796,0.00003376643,0.0001624865,0.8072762],"genre_scores_gemma":[0.5746085,0.001691458,0.003798966,0.005004898,0.0001607461,0.00008639279,0.00004012178,0.00004074607,0.4145682],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005358707,"threshold_uncertainty_score":0.01598519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07400718498040815,"score_gpt":0.3963565562661703,"score_spread":0.3223493712857621,"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."}}