{"id":"W340694370","doi":"","title":"Paul Axelrod. (Ed). (2004). Knowledge Matters: Essays in Honour of Bernard J. Shapiro","year":2007,"lang":"en","type":"article","venue":"Canadian Journal of Education / Revue canadienne de l éducation","topic":"Research, Science, and Academia","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Honour; Sociology; Politics; Management; Government (linguistics); Law; Media studies; Political science; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01451369,0.0001810957,0.0003973773,0.003188553,0.0002181073,0.0001869852,0.00150018,0.0001627844,0.0005433736],"category_scores_gemma":[0.008592002,0.0001744621,0.0001438222,0.002322003,0.00025432,0.0008096958,0.0000194285,0.0006390252,0.0000757344],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003443646,"about_ca_system_score_gemma":0.01676866,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02865049,"about_ca_topic_score_gemma":0.579788,"domain_scores_codex":[0.9963927,0.0003279508,0.001498418,0.0003815617,0.0004076334,0.0009917174],"domain_scores_gemma":[0.9936181,0.0008281544,0.0009716441,0.000511276,0.001855256,0.00221555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00005207984,0.0002853598,0.1612814,0.0001035951,0.00003404282,0.0001178117,0.1038137,0.0004757717,0.002185644,0.008000553,0.5378214,0.1858288],"study_design_scores_gemma":[0.0006058213,0.0001847725,0.5426655,0.0006701024,0.00003197352,0.00101434,0.09002545,0.0002599046,0.001033693,0.04107693,0.3219235,0.0005080113],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9745885,0.002127242,0.0005278528,0.01259793,0.00411729,0.0002004086,0.00002228029,0.000003129182,0.005815418],"genre_scores_gemma":[0.9943321,0.00006848035,0.0005983802,0.0007172717,0.0007212301,0.000006596455,0.000008076174,0.00001846087,0.003529435],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5511376,"threshold_uncertainty_score":0.999759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1093686720407075,"score_gpt":0.3906741719108188,"score_spread":0.2813054998701113,"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."}}