{"id":"W2972891229","doi":"","title":"Kaleidoscope of Orientations: a model of professional development for practicing teachers","year":2019,"lang":"en","type":"article","venue":"","topic":"Innovative Education and Learning Practices","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of the Fraser Valley","funders":"","keywords":"Kaleidoscope; Curriculum; Professional development; Pedagogy; Reflective practice; Faculty development; Sociology; Mathematics education; Psychology; Visual arts; Art","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001169315,0.00003413559,0.0000747196,0.00006001224,0.0001385959,0.0000078531,0.00007404923,0.00003163846,0.0005038918],"category_scores_gemma":[0.0009683769,0.00002947592,0.00001613105,0.0001801121,0.00005219634,0.0002846185,0.000009873875,0.00006194926,0.00001157212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003735984,"about_ca_system_score_gemma":0.001240148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000154737,"about_ca_topic_score_gemma":0.00006382374,"domain_scores_codex":[0.9993475,0.00008644958,0.0001943508,0.00008069068,0.0002036098,0.00008741342],"domain_scores_gemma":[0.9988455,0.0004103562,0.0002982141,0.00004911471,0.0003783806,0.00001841782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007268904,0.0004825779,0.0376948,0.00008898693,0.00005050193,1.238392e-8,0.5442367,0.0006079137,0.008748637,0.3952858,0.004810574,0.007920724],"study_design_scores_gemma":[0.0008961248,0.0001033268,0.008667803,0.0001470865,0.00002301903,9.634169e-8,0.5959136,0.00351145,0.01458756,0.001070006,0.3748523,0.0002276596],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9082827,0.000008329543,0.009505591,0.002599068,0.0005411441,0.0005221487,8.069347e-7,0.00001509908,0.0785251],"genre_scores_gemma":[0.8578188,0.000001406313,0.06310423,0.0001065682,0.00001867172,0.00002643239,0.00000353882,0.000003404487,0.07891688],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3942159,"threshold_uncertainty_score":0.5517262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1341182697037212,"score_gpt":0.4759485749939661,"score_spread":0.3418303052902449,"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."}}