{"id":"W4410555168","doi":"10.5539/hes.v15n3p36","title":"An Evaluation of a Kindergarten Science Education Program in Rural Thailand Using the Triple Ps Model","year":2025,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Rajabhat Maha Sarakham University","keywords":"Mathematics education; Psychology; Science education; Program evaluation; Medical education; Pedagogy; Medicine; Statistics; Mathematics","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":[0.004765088,0.0004322763,0.000304579,0.000640302,0.000995221,0.001091252,0.0007776716,0.000344553,0.001949016],"category_scores_gemma":[0.004731505,0.0002410656,0.0003839072,0.0008150063,0.0005011141,0.0007942743,0.001493311,0.0006304822,0.0001982819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001968791,"about_ca_system_score_gemma":0.007524637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006044207,"about_ca_topic_score_gemma":0.009623353,"domain_scores_codex":[0.9952127,0.003157678,0.0002135468,0.0001868559,0.0007917017,0.0004375061],"domain_scores_gemma":[0.9960093,0.001448838,0.0004138308,0.0002355379,0.0007179895,0.001174492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.008218152,0.05023481,0.1426687,0.003936708,0.0002979754,0.002225274,0.04712941,0.01905809,0.02103243,0.002690805,0.001568332,0.7009394],"study_design_scores_gemma":[0.003886664,0.2912264,0.4438253,0.001538052,0.000659449,0.001190166,0.1847849,0.01986892,0.02935344,0.001586127,0.02189678,0.0001837602],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960824,0.00003636628,0.0008289518,0.00005338314,0.000004706449,0.0007425644,0.00003947481,0.00002292801,0.002189143],"genre_scores_gemma":[0.9920919,0.0002527107,0.005380934,0.00004610294,0.000003481628,0.001041658,0.0001055404,0.000008427762,0.001069252],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006044207,"threshold_uncertainty_score":0.02520055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1777177901639457,"score_gpt":0.5327122896670772,"score_spread":0.3549944995031314,"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."}}