{"id":"W4393854786","doi":"10.32920/jcd.v7i1.2117","title":"Disrupting Expertise","year":2024,"lang":"en","type":"article","venue":"Journal of Critical Dietetics","topic":"Education, Healthcare and Sociology Research","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01081339,0.0006802645,0.0005658506,0.002068519,0.006813786,0.008737187,0.002268028,0.003587794,0.05497865],"category_scores_gemma":[0.04826161,0.0003928375,0.0005480016,0.001448645,0.01431023,0.01207153,0.02180672,0.005741113,0.01276899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007630307,"about_ca_system_score_gemma":0.008171171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004026698,"about_ca_topic_score_gemma":0.003577657,"domain_scores_codex":[0.9801617,0.008582802,0.0007527493,0.002966967,0.00466409,0.002871793],"domain_scores_gemma":[0.9632087,0.01399518,0.002482096,0.007236007,0.006384472,0.006693393],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006436859,0.00008348515,0.002081765,0.0002103809,0.0000196671,0.0006518249,0.02487402,0.0003182139,0.0006821457,0.8088489,0.07913417,0.08303097],"study_design_scores_gemma":[0.00002611544,0.00004058315,0.0005884352,0.00029642,0.000009328794,0.0004664925,0.007366518,0.0005161774,0.0003797376,0.2986445,0.6916463,0.00001926489],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01803461,0.002789568,0.03666987,0.06169844,0.002775934,0.0001466999,0.0001077355,0.0005280442,0.8772491],"genre_scores_gemma":[0.7721061,0.00258523,0.01286743,0.02421196,0.001753239,0.0003338748,0.0002139605,0.0005920204,0.1853362],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05497865,"threshold_uncertainty_score":0.1839219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1249223086572474,"score_gpt":0.569474241237032,"score_spread":0.4445519325797847,"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."}}