{"id":"W2527657511","doi":"10.33524/cjar.v17i2.258","title":"ACCEPTING ACTION RESEARCH: SLOW & STEADY","year":2016,"lang":"en","type":"article","venue":"The Canadian Journal of Action Research","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nipissing University","funders":"","keywords":"Surprise; Novelty; Action (physics); Meaning (existential); Action research; Accountability; Backlash; Perception; Sociology; Critical mass (sociodynamics); Political science; Psychology; Public relations; Social psychology; Social science; Law; Pedagogy; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["metaresearch","insufficient_payload"],"category_scores_codex":[0.07133798,0.000120648,0.0002948392,0.003384537,0.00281406,0.001776734,0.002138445,0.0001322173,0.004756841],"category_scores_gemma":[0.02978782,0.00005767819,0.000194507,0.002866501,0.000607313,0.0009446356,0.0001582776,0.001428771,0.002280511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00114028,"about_ca_system_score_gemma":0.002988599,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01479541,"about_ca_topic_score_gemma":0.2741496,"domain_scores_codex":[0.9867046,0.004461353,0.001091986,0.0003475623,0.006437539,0.0009569149],"domain_scores_gemma":[0.9786853,0.0116818,0.0004821391,0.001018704,0.007121423,0.001010705],"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":[0.000168526,0.00001721918,0.004196715,0.000004377237,0.00003224588,0.00006883981,0.001357899,0.00008449218,0.01230577,0.004814759,0.5569692,0.4199799],"study_design_scores_gemma":[0.0003950368,0.000162987,0.02021356,0.0001474326,0.000003035456,0.0003652401,0.006449844,0.0000816213,0.000446838,0.06539887,0.906229,0.0001065703],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9339694,0.0006359853,0.005909851,0.0310507,0.003139153,0.0004853179,0.00001722825,0.00001587805,0.02477646],"genre_scores_gemma":[0.9641759,0.00001947205,0.0001668636,0.0000525383,0.001237925,0.000004869274,1.223591e-7,0.00001805557,0.03432421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4198734,"threshold_uncertainty_score":0.9992595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8770088653313007,"score_gpt":0.6167347322635155,"score_spread":0.2602741330677852,"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."}}