{"id":"W2762005139","doi":"10.36510/learnland.v9i1.743","title":"Commentary: A Professional Learning Odyssey","year":2015,"lang":"en","type":"article","venue":"LEARNing Landscapes","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Professional learning community; Professional development; Psychology; Space (punctuation); Pedagogy; Professional studies; Mathematics education; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001052833,0.00008885159,0.0001199304,0.0000600677,0.0006383525,0.00007204659,0.0001399735,0.00006664185,0.0002693426],"category_scores_gemma":[0.0008102347,0.00007865365,0.00003809548,0.0001873409,0.00008948189,0.0001324867,0.00003942161,0.0004775379,0.0002108591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007219084,"about_ca_system_score_gemma":0.0001438879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007013818,"about_ca_topic_score_gemma":0.0005964944,"domain_scores_codex":[0.9983627,0.0007199595,0.0001123291,0.0001590572,0.0003520642,0.0002938891],"domain_scores_gemma":[0.9994227,0.0001863613,0.00007356983,0.00005662596,0.00008662129,0.0001740649],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001573607,0.00006145623,0.4603533,0.000005445806,0.00002204935,0.000002526314,0.4607694,0.0001437246,0.00000745303,0.001173537,0.07400911,0.003436265],"study_design_scores_gemma":[0.0002096048,0.00003002041,0.004802024,0.00001556379,0.000006193376,5.445575e-7,0.3471194,0.00003751046,0.000003378881,0.00009360962,0.6475951,0.0000870278],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5930621,0.0008692478,0.00006582181,0.3433481,0.001458337,0.0002032873,5.421219e-7,0.0006215749,0.06037093],"genre_scores_gemma":[0.9787571,0.00002479249,0.0001705039,0.001222359,0.000696358,0.00001793963,0.0000148115,0.00001128243,0.01908479],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.573586,"threshold_uncertainty_score":0.4909756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1016764132448458,"score_gpt":0.3855199915975995,"score_spread":0.2838435783527538,"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."}}