{"id":"W1960322722","doi":"10.29173/cmplct8810","title":"Supporting Learning: An Examination of Two Teacher Development Collectives","year":2009,"lang":"en","type":"article","venue":"Complicity An International Journal of Complexity and Education","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Mathematics education; Diagrammatic reasoning; Professional development; Development (topology); Representation (politics); Bounded function; Development theory; Robustness (evolution); Science learning; Computer science; Pedagogy; Psychology; Science education; Mathematics; Political science","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":[0.003092656,0.0002143661,0.0003386455,0.0025174,0.006669573,0.002632895,0.0009859077,0.0009219056,0.002392953],"category_scores_gemma":[0.01590451,0.0003160877,0.0002639523,0.001109857,0.004437014,0.002096486,0.004869748,0.001116455,0.0002147734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002188878,"about_ca_system_score_gemma":0.001990322,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005295536,"about_ca_topic_score_gemma":0.007985324,"domain_scores_codex":[0.9974945,0.0009520277,0.000125055,0.0003707671,0.0006228053,0.0004347691],"domain_scores_gemma":[0.9860482,0.007967977,0.001817341,0.001108361,0.001414312,0.001643809],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001300653,0.0003666431,0.06785539,0.0001560564,0.00001108845,0.002202558,0.8742057,0.0002527784,0.004470659,0.006629566,0.0006806496,0.04303872],"study_design_scores_gemma":[0.00003597505,0.0003090236,0.08646758,0.00009588947,0.00002059256,0.001477178,0.8769215,0.001120879,0.002216312,0.002958805,0.02833917,0.0000372468],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939435,0.00004320461,0.001060679,0.0002703565,0.00001054298,0.00003410872,0.00001120228,0.00001795419,0.004608489],"genre_scores_gemma":[0.9970725,0.00004274965,0.0009904335,0.00002003707,0.000005299445,0.00003193296,0.00002220125,0.000008802132,0.00180594],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006669573,"threshold_uncertainty_score":0.01635575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2063296403798108,"score_gpt":0.4703554858212199,"score_spread":0.2640258454414092,"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."}}