{"id":"W4392180887","doi":"","title":"Pedagogical Possibilities: Reflections and Research on Changing Classroom Practices and Perceptions","year":2022,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; University of Calgary","funders":"","keywords":"Perception; Mathematics education; Pedagogy; Psychology; Sociology; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.009121245,0.0002863576,0.000314168,0.001367105,0.009006982,0.01367561,0.001906557,0.002956555,0.007971907],"category_scores_gemma":[0.01980608,0.0003922184,0.0004972324,0.001296691,0.01360662,0.008266417,0.006894371,0.007931823,0.001072651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004769502,"about_ca_system_score_gemma":0.005310155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008370842,"about_ca_topic_score_gemma":0.01352016,"domain_scores_codex":[0.9911216,0.005631455,0.0002404429,0.000553256,0.001317548,0.001135717],"domain_scores_gemma":[0.9769024,0.01694005,0.001061661,0.0007746054,0.001927004,0.002394415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006572328,0.0002763485,0.006527547,0.0002029144,0.00000793795,0.0006600122,0.9341324,0.00004981915,0.001001823,0.02704805,0.004529797,0.02549763],"study_design_scores_gemma":[0.000008745333,0.00003890229,0.005672283,0.0001896866,0.000007552924,0.0002037314,0.9334845,0.00003339283,0.0005551334,0.00305988,0.05673124,0.00001496536],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6943018,0.00712662,0.004507467,0.07014149,0.001562375,0.0001567341,0.0001790002,0.00008785899,0.2219366],"genre_scores_gemma":[0.9841835,0.001498032,0.0007450508,0.001715645,0.0001034763,0.00007215947,0.0000257796,0.00004569577,0.01161061],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01367561,"threshold_uncertainty_score":0.04823828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8738843068604725,"score_gpt":0.7488986324869935,"score_spread":0.124985674373479,"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."}}