{"id":"W2486209159","doi":"10.1111/lit.12088","title":"Developing a play‐based communication assessment through collaborative action research with teachers in northern Canadian indigenous communities","year":2016,"lang":"en","type":"article","venue":"Literacy","topic":"Early Childhood Education and Development","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Indigenous; Action research; Action (physics); Pedagogy; Indigenous language; Psychology; Culturally appropriate; Mathematics education; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01622939,0.001087769,0.0006451999,0.002761667,0.01331783,0.004976913,0.002600316,0.001067844,0.001549578],"category_scores_gemma":[0.0133641,0.0008177446,0.0004311118,0.001775023,0.004471158,0.001678793,0.00429569,0.001448704,0.0002759097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0280304,"about_ca_system_score_gemma":0.05260658,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7720323,"about_ca_topic_score_gemma":0.9184647,"domain_scores_codex":[0.9889196,0.005542914,0.0005059975,0.0008713261,0.002154472,0.002005749],"domain_scores_gemma":[0.9890326,0.003327098,0.0008104912,0.0004578522,0.004605766,0.001766168],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001466243,0.0007663834,0.03527476,0.0003225432,0.00001893019,0.0007884261,0.8922634,0.0005433561,0.004653145,0.000900374,0.0009153311,0.06340677],"study_design_scores_gemma":[0.00006691619,0.000508967,0.0714877,0.0003523969,0.00004864256,0.00027549,0.9045451,0.00105468,0.003268477,0.0005964289,0.0176844,0.000110795],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9801057,0.0002723313,0.002950354,0.0004072013,0.00002242931,0.00147024,0.00008558176,0.00006176857,0.01462444],"genre_scores_gemma":[0.9757209,0.000397904,0.0173306,0.0001035048,0.000007145428,0.001820037,0.00009033619,0.00001568145,0.004513957],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2279677,"threshold_uncertainty_score":0.4586204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1074501719075972,"score_gpt":0.4432130699116228,"score_spread":0.3357628980040256,"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."}}