{"id":"W2481933391","doi":"10.1016/b978-012226570-9/50135-6","title":"Clinical Engineering Standards of Practice for Canada","year":2004,"lang":"en","type":"book-chapter","venue":"Clinical Engineering Handbook","topic":"Quality and Safety in Healthcare","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital","funders":"","keywords":"Engineering ethics; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.00682255,0.0005811928,0.002046741,0.0001148183,0.0002258529,0.000007420916,0.0004641121,0.002128522,0.0004581288],"category_scores_gemma":[0.01779392,0.0005995513,0.0007019431,0.00004975195,0.0001229721,0.00009698881,0.0001887985,0.004145727,0.00003091691],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001179407,"about_ca_system_score_gemma":0.01227569,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01036439,"about_ca_topic_score_gemma":0.01293608,"domain_scores_codex":[0.9925002,0.0001867353,0.004864704,0.0007452373,0.0008738184,0.0008292879],"domain_scores_gemma":[0.9747356,0.02099092,0.001281722,0.0009231659,0.00142166,0.0006469107],"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":[0.002629392,0.000415591,0.0008046105,0.03707761,0.003382731,0.0002945532,0.001225538,0.02320543,0.000009098584,0.7666172,0.1410356,0.02330261],"study_design_scores_gemma":[0.002037116,0.0005113332,0.0001410869,0.007833243,0.0002627193,0.000003066029,0.0000485981,0.001082447,0.000002670942,0.0008941988,0.9865974,0.0005861685],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.0007760445,0.05391057,0.3768069,0.02245831,0.1296217,0.02946267,0.02876969,0.002993025,0.3552011],"genre_scores_gemma":[0.02167336,0.04707818,0.1580022,0.02365596,0.05212092,0.001684301,0.002371201,0.003460195,0.6899537],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8455617,"threshold_uncertainty_score":0.9996456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1318597113820404,"score_gpt":0.5048122280733973,"score_spread":0.3729525166913569,"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."}}