{"id":"W4411354051","doi":"10.4324/9781003480426-4","title":"Ethical Practice","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Collaborative and Sustainable Housing Initiatives","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Engineering ethics; Sociology; Philosophy; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"theoretical_or_conceptual","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008513302,0.0001398715,0.0002039527,0.0001089211,0.000562243,0.0001370014,0.0001711296,0.0008348152,0.00313233],"category_scores_gemma":[0.003006195,0.0001354431,0.00007263138,0.00008790131,0.0004053185,0.000136367,0.00006840518,0.0008466213,0.0001481112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002325081,"about_ca_system_score_gemma":0.002781794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004550928,"about_ca_topic_score_gemma":0.001499139,"domain_scores_codex":[0.9988109,0.0001801169,0.0001594085,0.0002351896,0.0004158499,0.0001984965],"domain_scores_gemma":[0.9974849,0.001133372,0.0001005626,0.0001499843,0.001061002,0.00007023937],"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":[0.00001094624,0.000005613589,4.029198e-7,0.00001071499,0.00003828346,0.00003935963,0.002738669,1.45867e-7,5.890307e-8,0.9160032,0.0769308,0.00422179],"study_design_scores_gemma":[0.00004443545,0.0000171709,4.330499e-7,0.00005080453,0.00004150229,1.801453e-7,0.00605276,7.644625e-7,6.36417e-7,0.07757885,0.9160692,0.000143284],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[7.532355e-8,0.0003468538,0.0004111298,0.03741816,0.0002665309,0.0002251215,0.000007237176,0.0001140798,0.9612108],"genre_scores_gemma":[0.0001536072,0.0007052142,0.000813182,0.007155007,0.0003252442,0.000005105369,0.000004854691,0.00001107883,0.9908267],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8391384,"threshold_uncertainty_score":0.997779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03107793699568413,"score_gpt":0.3830046495113585,"score_spread":0.3519267125156744,"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."}}