{"id":"W4401436885","doi":"10.5539/hes.v14n3p147","title":"Development of An Instructional Model Based on the Professional Learning Community Process and Work-Based Learning to Enhance Classroom Research Competency","year":2024,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Educational Research and Pedagogy","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Research Council of Thailand","keywords":"Process (computing); Professional development; Instructional development; Mathematics education; Professional learning community; Psychology; Faculty development; Work (physics); Instructional design; Medical education; Computer science; Pedagogy; Medicine; Engineering","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":[0.003051462,0.0004759559,0.0004127503,0.001086507,0.0004089672,0.001336092,0.001541082,0.0007546433,0.001517883],"category_scores_gemma":[0.007987141,0.0002588691,0.0004448423,0.000437834,0.0003768861,0.00180065,0.001041993,0.0008240871,0.0005076022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00097529,"about_ca_system_score_gemma":0.005190553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001110348,"about_ca_topic_score_gemma":0.002143405,"domain_scores_codex":[0.9979366,0.0009150408,0.0001107209,0.0001967736,0.0007554564,0.00008544794],"domain_scores_gemma":[0.9963558,0.001840808,0.0002863549,0.0003224282,0.0009001207,0.0002945408],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002949488,0.008873282,0.01425129,0.00116657,0.00005365927,0.0001846888,0.004046521,0.006545175,0.01985756,0.01453486,0.005384133,0.9248073],"study_design_scores_gemma":[0.003466374,0.02449243,0.109119,0.004523353,0.001235475,0.004095927,0.01599061,0.4040052,0.175578,0.04455287,0.2123257,0.0006151301],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2596334,0.0004366798,0.7095248,0.001888323,0.0002599274,0.005124453,0.000191383,0.002073611,0.02086746],"genre_scores_gemma":[0.2561105,0.0003691837,0.737698,0.0002489254,0.00002295696,0.002534693,0.0002368175,0.00004322609,0.002735697],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003051462,"threshold_uncertainty_score":0.01613784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1827799705313998,"score_gpt":0.5014485180269622,"score_spread":0.3186685474955624,"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."}}