{"id":"W2365400660","doi":"","title":"On the Basic Features of Teachers' Effective In-service Learning","year":2006,"lang":"en","type":"article","venue":"Early childhood education","topic":"Higher Education and Teaching Methods","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Professional development; Service (business); Mathematics education; Professional learning community; Psychology; Pedagogy; Computer science; Business; Marketing","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":[0.0004381414,0.0001444606,0.0001729026,0.0003411324,0.000629638,0.001358252,0.0002945022,0.000746312,0.003928727],"category_scores_gemma":[0.001648037,0.0001429628,0.0001575001,0.0002414148,0.001211744,0.001343645,0.0005423051,0.0005341671,0.0005744075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004558725,"about_ca_system_score_gemma":0.0009057538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007887028,"about_ca_topic_score_gemma":0.001011322,"domain_scores_codex":[0.9995783,0.0000789047,0.00002063474,0.00004217093,0.0002085343,0.00007151924],"domain_scores_gemma":[0.9991733,0.00035012,0.00009621846,0.00009752569,0.0001576556,0.0001250128],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002024217,0.0009507643,0.02086367,0.001481464,0.00002675445,0.001250496,0.01631197,0.002292477,0.04666412,0.2779453,0.01128357,0.6207271],"study_design_scores_gemma":[0.0001852938,0.001599,0.4272101,0.0007907922,0.0001305883,0.01163728,0.01247151,0.01738926,0.06900654,0.202469,0.2569498,0.0001608398],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4243816,0.001800265,0.1236189,0.005886077,0.0001497668,0.0006050889,0.0002502759,0.00133239,0.4419757],"genre_scores_gemma":[0.9761319,0.000377592,0.01652748,0.00009954391,0.0000508313,0.0001271313,0.00005142047,0.00002885027,0.006605254],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003928727,"threshold_uncertainty_score":0.01314288,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005848001649842915,"score_gpt":0.2581423854482958,"score_spread":0.2522943837984529,"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."}}