{"id":"W4302763873","doi":"10.5539/hes.v12n4p66","title":"The Community-based Institutional Administration Model to Promote Students’ Career Skills in Chiang Mai Education Sandbox, Thailand","year":2022,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Impact of Education Environments","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sandbox (software development); Chiang mai; Psychology; Medical education; Sociology; Library science; Medicine; Socioeconomics","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":[0.001560882,0.0003313402,0.0001309899,0.0006054681,0.002618332,0.00202287,0.0008792141,0.000338691,0.004599019],"category_scores_gemma":[0.001612952,0.0001764148,0.0002262112,0.000849463,0.0007260263,0.0008087403,0.002521876,0.0006626241,0.0004817576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001989913,"about_ca_system_score_gemma":0.01229047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008519717,"about_ca_topic_score_gemma":0.02876586,"domain_scores_codex":[0.999094,0.0004585491,0.00003850649,0.00006810681,0.0001211797,0.0002196974],"domain_scores_gemma":[0.9969669,0.0002923822,0.0002397877,0.00009392487,0.0003265828,0.00208034],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0008075273,0.007208648,0.367949,0.002171859,0.00008917265,0.00449434,0.05077963,0.003433898,0.01123226,0.01075509,0.01496826,0.5261102],"study_design_scores_gemma":[0.0003913849,0.008082262,0.6693745,0.001405232,0.0002051292,0.001951207,0.1729091,0.01164194,0.008402929,0.00267944,0.1227526,0.0002043948],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9648026,0.0004399847,0.003531496,0.001239369,0.00005773594,0.001062619,0.0001104642,0.0001229269,0.02863285],"genre_scores_gemma":[0.9832928,0.000477406,0.006357378,0.0001232475,0.00001318454,0.0004843685,0.00008072931,0.000009250185,0.009161808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008519717,"threshold_uncertainty_score":0.01694024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07834928511891395,"score_gpt":0.4122416399129532,"score_spread":0.3338923547940392,"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."}}