{"id":"W2036991579","doi":"10.1118/1.2031022","title":"Sci‐AM Fri ‐ 06: Boxes, locks and talks: Making Class II compliance in a regulated environment","year":2005,"lang":"en","type":"article","venue":"Medical Physics","topic":"Nuclear and radioactivity studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Audit; Certification; Officer; Medicine; Medical physics; Operations management; Computer science; Business; Engineering; Political science; Accounting; Law","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02506536,0.000713795,0.0005024169,0.001327024,0.01160355,0.01382473,0.003893428,0.00629967,0.09508502],"category_scores_gemma":[0.03722433,0.0009622956,0.0008793896,0.0007620582,0.00369268,0.005411936,0.006547061,0.00612889,0.06157937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007027524,"about_ca_system_score_gemma":0.01570905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0573134,"about_ca_topic_score_gemma":0.06880104,"domain_scores_codex":[0.9888359,0.003317352,0.0004698237,0.001139921,0.003891565,0.00234545],"domain_scores_gemma":[0.9744563,0.004106966,0.001481401,0.004859584,0.008800346,0.006295325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004047032,0.0006131191,0.004197627,0.0001428519,0.00001745298,0.0004197093,0.00692428,0.0005587158,0.004120543,0.02662913,0.8388514,0.1171205],"study_design_scores_gemma":[0.00007236752,0.0003056909,0.008639316,0.0001316615,0.00001427494,0.0001101175,0.004555624,0.0008550488,0.002960309,0.0023577,0.9799287,0.00006927031],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03176996,0.000360572,0.02135364,0.04146077,0.003755154,0.002053614,0.001821292,0.01710154,0.8803235],"genre_scores_gemma":[0.1816714,0.0003839903,0.03514576,0.01813115,0.001678874,0.002567025,0.002314344,0.003746921,0.7543606],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09508502,"threshold_uncertainty_score":0.3180911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01477889955268104,"score_gpt":0.2281021315054542,"score_spread":0.2133232319527731,"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."}}