{"id":"W2489149114","doi":"10.1057/9781137331021_26","title":"Beyond “Replication”: Inside-Out in Canada","year":2013,"lang":"en","type":"book-chapter","venue":"Palgrave Macmillan US eBooks","topic":"Educator Training and Historical Pedagogy","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hegemony; Political science; Replication (statistics); Public relations; Work (physics); Sociology; Law; Engineering; Medicine; Politics","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003320034,0.0003637473,0.0005263588,0.0002070878,0.0003266261,0.0000543121,0.0005370326,0.0003766705,0.001948075],"category_scores_gemma":[0.0001254234,0.0003946144,0.0001220777,0.00002092347,0.0003157867,0.000002917214,0.00006357784,0.0005838154,0.0003485472],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002361771,"about_ca_system_score_gemma":0.005849856,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9485685,"about_ca_topic_score_gemma":0.9952201,"domain_scores_codex":[0.9974617,0.0000792002,0.0005257479,0.0006878979,0.0006494139,0.0005960555],"domain_scores_gemma":[0.9981638,0.0002517001,0.0002742537,0.0007505322,0.0001485716,0.000411205],"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":[0.000004328196,0.000001163435,0.001219004,0.00002145436,0.00003384614,0.00003191403,0.01095719,4.800418e-7,0.000005912933,0.9550663,0.005021378,0.02763706],"study_design_scores_gemma":[0.0001384462,0.00001774314,0.0006645851,0.00005496673,0.0000234336,0.000001738462,0.0009880599,0.000001102216,0.00000404854,0.39151,0.6061013,0.0004945426],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001001472,0.0007136736,0.000001483222,0.0004779819,0.001263569,0.0004400813,0.00004880505,0.00007063764,0.9959823],"genre_scores_gemma":[0.7298635,0.0001052045,0.00006625301,0.0008756423,0.000687949,0.000049924,0.00003514714,0.00006060832,0.2682558],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.728862,"threshold_uncertainty_score":0.9998506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05780579385382455,"score_gpt":0.3009181446498949,"score_spread":0.2431123507960704,"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."}}