{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.112339,0.001602819,0.001691912,0.004865117,0.01503776,0.04482166,0.004798474,0.0137911,0.04446405],"category_scores_gemma":[0.337301,0.002116827,0.001867307,0.00380497,0.03474037,0.03737633,0.02711319,0.03932755,0.03388423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01412498,"about_ca_system_score_gemma":0.03613184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006107928,"about_ca_topic_score_gemma":0.006247328,"domain_scores_codex":[0.8358655,0.07053135,0.007565875,0.01541911,0.06397777,0.006640471],"domain_scores_gemma":[0.6673587,0.1264626,0.01753245,0.04399951,0.1014118,0.04323495],"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":[0.0001609904,0.0001919242,0.003040237,0.001014046,0.00007779211,0.0004947959,0.02089234,0.0002195562,0.001019376,0.2702629,0.4943891,0.2082369],"study_design_scores_gemma":[0.00003508163,0.00008955366,0.0009239314,0.001766377,0.00002175463,0.0004106834,0.008933564,0.0004614673,0.0003351149,0.09428585,0.8926369,0.00009972175],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.007261546,0.0108084,0.04762772,0.7362561,0.02342305,0.0007011846,0.0003190058,0.001976681,0.1716262],"genre_scores_gemma":[0.2318225,0.01608207,0.07973016,0.3983643,0.01153137,0.003285066,0.0006405491,0.005485018,0.2530589],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.112339,"threshold_uncertainty_score":0.5941123,"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."}}