{"id":"W7017120687","doi":"","title":"Achieving Learning Regulation Support: How a Socially Shared Approach Fits, Functions, and Thrives","year":2022,"lang":"","type":"dissertation","venue":"TSpace","topic":"Gestational Trophoblastic Disease Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Objectivity (philosophy); Qualitative research; Higher education; Christian ministry; Coding (social sciences); Professional learning community; Social learning; Teaching method","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004913521,0.0007477247,0.0009922619,0.0004816845,0.002090578,0.0002659269,0.0001718652,0.0003056983,0.004218271],"category_scores_gemma":[0.001967448,0.0008739476,0.000288708,0.0006290127,0.0002240436,0.00030443,0.0002106642,0.001289048,0.00006030309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003576635,"about_ca_system_score_gemma":0.001270228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007220571,"about_ca_topic_score_gemma":0.00003184762,"domain_scores_codex":[0.9956665,0.0004370481,0.0005787767,0.001236773,0.001411786,0.0006691179],"domain_scores_gemma":[0.9973242,0.0005624328,0.0009176094,0.0003396607,0.0005271586,0.0003288815],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.01162172,0.00343942,0.07592012,0.02472846,0.01063208,0.0003102531,0.6771517,0.01319469,0.02257212,0.01229261,0.05876682,0.08937001],"study_design_scores_gemma":[0.002295449,0.0008817486,0.5594922,0.0005384733,0.002269192,0.00002595643,0.4220906,0.002250184,0.00001273066,0.0001146144,0.009174356,0.0008544995],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8453208,0.02461374,0.004021972,0.01151813,0.003558858,0.005788113,0.0004268762,0.0007640994,0.1039874],"genre_scores_gemma":[0.7450519,0.001367484,0.001854252,0.00007359518,0.0006482224,0.0004857827,0.01410313,0.0001745141,0.2362412],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4835721,"threshold_uncertainty_score":0.9993711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02205555437332633,"score_gpt":0.3114076285091079,"score_spread":0.2893520741357815,"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."}}