{"id":"W3088117669","doi":"","title":"Dialogue Engagements: Professional Development Using Pedagogical Documentation","year":2009,"lang":"en","type":"article","venue":"Journal of Childhood Studies","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Documentation; Professional development; Sociology; Pedagogy; Mathematics education; Psychology; Computer science; Programming language","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":[0.01315703,0.0004544002,0.000397038,0.001990957,0.002638205,0.01012534,0.00181014,0.002124886,0.01039287],"category_scores_gemma":[0.0612513,0.00065704,0.0003879054,0.001287832,0.002594019,0.009162074,0.007499666,0.002496122,0.002148305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001180162,"about_ca_system_score_gemma":0.003381864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008263438,"about_ca_topic_score_gemma":0.001156606,"domain_scores_codex":[0.9864473,0.01005613,0.0005765576,0.0008022364,0.001678028,0.0004397383],"domain_scores_gemma":[0.9409977,0.04422693,0.001970999,0.007293993,0.003277981,0.00223227],"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":[0.0002293532,0.0009569589,0.01156007,0.0007041202,0.00002866249,0.0006108321,0.2515703,0.0005517245,0.00626036,0.05900163,0.008148129,0.6603779],"study_design_scores_gemma":[0.0003956719,0.001354132,0.02702116,0.003475946,0.0002530943,0.004477536,0.3850008,0.02773714,0.03423821,0.1168628,0.3989234,0.0002601706],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.379182,0.001051263,0.3345047,0.00806313,0.0004277595,0.001184506,0.0002741083,0.004674228,0.2706382],"genre_scores_gemma":[0.8801615,0.0004244652,0.1009854,0.0002654086,0.0000436759,0.0004629748,0.0002044339,0.0004537182,0.01699844],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01315703,"threshold_uncertainty_score":0.06958193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3921278260565457,"score_gpt":0.5224255719839779,"score_spread":0.1302977459274322,"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."}}