{"id":"W7117314843","doi":"10.5539/jel.v15n3p161","title":"Perspectives on Flexible Learning of Science Teacher Education Program: Seven Thai Universities Report","year":2025,"lang":"","type":"article","venue":"Journal of Education and Learning","topic":"E-Learning and COVID-19","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Mahasarakham University","keywords":"Interview; Nonprobability sampling; Teacher education; Educational technology; The Internet; Perspective (graphical); Semi-structured interview; Qualitative research; Blended learning; Content analysis","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":[0.004212497,0.0003573644,0.0002727364,0.001232936,0.01474848,0.006607842,0.0008014663,0.001316878,0.005102717],"category_scores_gemma":[0.006054104,0.0004142022,0.0002694121,0.00203705,0.003504231,0.003688845,0.005471749,0.002749172,0.0003839014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005665203,"about_ca_system_score_gemma":0.0107418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01014528,"about_ca_topic_score_gemma":0.0213797,"domain_scores_codex":[0.995443,0.002039039,0.0001835597,0.00021955,0.0004944188,0.001620515],"domain_scores_gemma":[0.9873775,0.003796547,0.001351082,0.0002696361,0.00160385,0.005601355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005006306,0.0001338354,0.04018926,0.0002320781,0.00000496491,0.00289168,0.9331381,0.00009606522,0.001314441,0.002415227,0.003211627,0.01632273],"study_design_scores_gemma":[0.000001813907,0.00004550732,0.007822339,0.00006814156,0.000003352577,0.0003307,0.9768634,0.00004332258,0.0003234018,0.0001409352,0.0143466,0.0000104857],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9847127,0.0004371259,0.0005373334,0.004500211,0.00007132068,0.0000504231,0.00004892192,0.00001436783,0.009627658],"genre_scores_gemma":[0.9931903,0.0005941136,0.0002681238,0.0006538429,0.00002201912,0.00004300159,0.000036845,0.00000887338,0.005182692],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01474848,"threshold_uncertainty_score":0.04110408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01825497696533425,"score_gpt":0.3842745279879152,"score_spread":0.366019551022581,"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."}}