{"id":"W4390104847","doi":"10.33524/cjar.v22i2.600","title":"Reading is not just Something, It is Everything: Using Collaborative Inquiry Twinned with Generative Dialogue for School Improvement in Elementary Classrooms","year":2022,"lang":"en","type":"article","venue":"The Canadian Journal of Action Research","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reading (process); Fluency; Mathematics education; Reading comprehension; Generative grammar; Pedagogy; Comprehension; Psychology; Teaching method; Computer science; Linguistics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01415218,0.0006219042,0.0007711719,0.001794845,0.004044157,0.005266789,0.00230295,0.001479643,0.001207523],"category_scores_gemma":[0.0279013,0.0007651975,0.0006995322,0.000839346,0.005541363,0.00381703,0.01058875,0.002512346,0.0003609517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002332394,"about_ca_system_score_gemma":0.005426413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001879032,"about_ca_topic_score_gemma":0.005885818,"domain_scores_codex":[0.9803387,0.01478536,0.0004560119,0.0015444,0.001780059,0.001095469],"domain_scores_gemma":[0.9783369,0.01406997,0.001461242,0.002432513,0.001130078,0.002569314],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005126485,0.005670112,0.01609245,0.0007154748,0.00008685507,0.001049332,0.5753168,0.002400352,0.01828705,0.007727142,0.00122954,0.3709122],"study_design_scores_gemma":[0.001492996,0.01415718,0.07701229,0.002058181,0.0005994844,0.004805196,0.6702156,0.02821706,0.0459414,0.04171406,0.1131827,0.000603829],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9293762,0.0003104486,0.05742155,0.001151113,0.00007367383,0.001189641,0.00001488653,0.0003980369,0.01006445],"genre_scores_gemma":[0.9170104,0.0001790294,0.0802765,0.0001417354,0.00001288894,0.0004608716,0.00002608966,0.00005008639,0.001842477],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01415218,"threshold_uncertainty_score":0.07484478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2686977120349305,"score_gpt":0.4701241552018955,"score_spread":0.201426443166965,"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."}}