{"id":"W4406566655","doi":"10.1016/b978-0-323-95680-2.00024-7","title":"Case Study #3: Everyplace Labs","year":2025,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Workplace Health, Safety and Compensation Commission","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.00078505,0.0006211341,0.0002200799,0.001305307,0.00414191,0.003489109,0.001819421,0.004315969,0.06678849],"category_scores_gemma":[0.002552811,0.0003138207,0.0004158552,0.00151462,0.001902177,0.003263416,0.002199322,0.002399498,0.00899472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002218509,"about_ca_system_score_gemma":0.002102809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01490636,"about_ca_topic_score_gemma":0.03629392,"domain_scores_codex":[0.9989511,0.0003109736,0.00003747517,0.0000964254,0.0003515797,0.0002524449],"domain_scores_gemma":[0.9985762,0.0006530392,0.00007717883,0.00009029292,0.000190898,0.0004124442],"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":[0.0002428357,0.0009203487,0.009655919,0.0008349715,0.00002024206,0.1700894,0.05305889,0.003134025,0.009191256,0.1417427,0.3650406,0.2460688],"study_design_scores_gemma":[0.00001864434,0.0001373396,0.002977784,0.0003115171,0.00001531799,0.0433983,0.05270317,0.002293784,0.005104035,0.009306336,0.8836873,0.00004655784],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1637142,0.0007390743,0.02044667,0.0195449,0.0009061919,0.00026895,0.0007237343,0.0008491139,0.7928072],"genre_scores_gemma":[0.406399,0.0008850282,0.01692859,0.003990742,0.0001908535,0.0001593425,0.0004619644,0.0005466233,0.5704378],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06678849,"threshold_uncertainty_score":0.2234298,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01120001359804615,"score_gpt":0.2211962367860756,"score_spread":0.2099962231880295,"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."}}