{"id":"W2117086588","doi":"10.33524/cjar.v13i2.41","title":"AR ACROSS CANADA","year":2012,"lang":"en","type":"article","venue":"The Canadian Journal of Action Research","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Curiosity; Action (physics); Action research; Professional development; Reflection (computer programming); Pedagogy; Action learning; Mathematics education; Sociology; Psychology; Political science; Public relations; Teaching method; Cooperative learning; Social psychology; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006589555,0.0006637856,0.0007601141,0.0018776,0.01227498,0.006323835,0.001604195,0.001331428,0.3047861],"category_scores_gemma":[0.002056164,0.0005619442,0.0005337574,0.004220312,0.0008537409,0.001324831,0.002361663,0.001715318,0.05982785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03311539,"about_ca_system_score_gemma":0.08306269,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9805843,"about_ca_topic_score_gemma":0.9943926,"domain_scores_codex":[0.9984306,0.00008187432,0.00004742365,0.0002561409,0.000670224,0.0005137997],"domain_scores_gemma":[0.9973672,0.0001063087,0.00007016015,0.00009584627,0.001746961,0.0006135831],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009686255,0.00003866685,0.003371498,0.0004401101,0.00002540816,0.00102656,0.001135767,0.0001446421,0.0009845386,0.01610227,0.8727185,0.1039153],"study_design_scores_gemma":[0.000008105968,0.000007530718,0.00671921,0.00009592759,0.000007442599,0.0001518016,0.001115441,0.00008022805,0.0001783958,0.0002958246,0.9913195,0.00002062646],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01138612,0.01068108,0.001538502,0.01801939,0.003180644,0.0002627049,0.03269062,0.001538832,0.9207021],"genre_scores_gemma":[0.018914,0.001847419,0.001155368,0.002903166,0.00007759908,0.00004330729,0.004009907,0.0003328882,0.9707162],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3047861,"threshold_uncertainty_score":0.9916382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6695425678509155,"score_gpt":0.5796662673866816,"score_spread":0.0898763004642339,"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."}}