{"id":"W2898965659","doi":"","title":"Development of Problem-based learning model for improving teaching ability through experience in college-level classes","year":2010,"lang":"en","type":"article","venue":"Early childhood education","topic":"Education and Learning Interventions","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Mathematics education; Psychology; 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":[0.0007131679,0.0001262229,0.0001359769,0.0001525238,0.0003161291,0.00009029126,0.0004607237,0.00007413075,0.00001185194],"category_scores_gemma":[0.0005308207,0.0001343435,0.00006852258,0.0002461776,0.00003581975,0.000665795,0.00005361463,0.0004538715,0.000003849578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008662655,"about_ca_system_score_gemma":0.002387555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001433744,"about_ca_topic_score_gemma":0.0001528412,"domain_scores_codex":[0.9986729,0.00007198106,0.0004695668,0.0003822801,0.0001798697,0.0002233819],"domain_scores_gemma":[0.9990671,0.0001108129,0.0002628058,0.0003298779,0.0001713725,0.00005804923],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00000810969,0.003683777,0.05631284,0.0001598787,0.00001538407,7.596086e-8,0.6982712,0.006736134,0.02015925,0.06991508,0.0002235331,0.1445147],"study_design_scores_gemma":[0.0006265742,0.00009849555,0.9057534,0.0001797816,0.000006647398,0.000002108152,0.004447936,0.07747353,0.00505024,0.003746654,0.002224375,0.0003902211],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6096301,0.000007640395,0.3890343,0.0004034645,0.0003126072,0.00031648,0.000001221577,0.00004957874,0.0002445714],"genre_scores_gemma":[0.5510414,8.23056e-8,0.4484847,0.00004953161,0.00002590032,0.0001969433,0.000007301247,0.00000682162,0.000187253],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8494406,"threshold_uncertainty_score":0.5478368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03725171017749676,"score_gpt":0.3184849970422192,"score_spread":0.2812332868647224,"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."}}