{"id":"W7115195490","doi":"10.56687/9781529234985-008","title":"5 Canada","year":2025,"lang":"","type":"book-chapter","venue":"Bristol University Press eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0002363644,0.001854326,0.001839537,0.0007949728,0.001359348,0.0001540123,0.003121556,0.001322008,0.0004936396],"category_scores_gemma":[0.0000517966,0.002861266,0.0007551226,0.00004575659,0.001170824,0.0002007188,0.002606556,0.002180794,0.0002130403],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.00807768,"about_ca_system_score_gemma":0.01654773,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9778763,"about_ca_topic_score_gemma":0.9047847,"domain_scores_codex":[0.9935563,0.0002771585,0.0008210627,0.002306504,0.001657066,0.001381954],"domain_scores_gemma":[0.9937423,0.0003077362,0.001275544,0.002624772,0.001051103,0.000998478],"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":[0.0007907736,0.00003105904,0.000005074287,0.0004045786,0.001357083,0.005680481,0.00007435552,0.00003088098,0.00003164085,0.6565961,0.3302993,0.004698699],"study_design_scores_gemma":[0.002026216,0.00005817882,0.00002330902,0.001119962,0.002426357,0.00004905936,0.0001015899,0.0001829298,0.0002168231,0.00009774564,0.9914305,0.002267289],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0000294955,0.0005954395,0.0001369305,0.00006212833,0.001355074,0.001702362,0.01281718,0.000301379,0.983],"genre_scores_gemma":[0.006152656,0.000156169,0.0001637163,0.0002644583,0.0001749777,9.812806e-7,0.0002101439,0.0002798272,0.992597],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6611313,"threshold_uncertainty_score":0.9999745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01624584027873984,"score_gpt":0.1730021661862106,"score_spread":0.1567563259074707,"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."}}