{"id":"W3215086280","doi":"10.23977/aetp.2021.59015","title":"Practice Exploration of Academic Guidance in Colleges and Universities Based on Humanistic Theory","year":2021,"lang":"en","type":"article","venue":"Advances in Educational Technology and Psychology","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Promotion (chess); China; Higher education; Humanism; Learning development; Quality (philosophy); Engineering ethics; Political science; Public relations; Medical education; Psychology; Sociology; Pedagogy; Engineering; Medicine","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":[0.0001142733,0.00005922987,0.00008214082,0.0003206695,0.00001769962,0.000001581922,0.00004791985,0.00009854967,0.00002349287],"category_scores_gemma":[0.0001162973,0.00006884936,0.000004047055,0.0003294184,0.00009501469,0.0001610728,0.000006958508,0.0001761638,0.000001304929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003843498,"about_ca_system_score_gemma":0.00005833976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":2.914451e-7,"about_ca_topic_score_gemma":0.000005611307,"domain_scores_codex":[0.9996083,0.00002956168,0.0001314548,0.0001220253,0.00003379456,0.00007488328],"domain_scores_gemma":[0.9995942,0.0002590817,0.00002593365,0.00007677596,0.0000325401,0.00001143406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002191598,0.000108897,0.00777653,0.0000717264,0.000006953786,0.000003892207,0.0006463436,0.007992744,0.0003264152,0.9786276,0.0001778396,0.004239162],"study_design_scores_gemma":[0.00195699,0.0001919275,0.2219595,0.0005711109,0.00002180205,0.0001233525,0.01939057,0.00254288,0.002445172,0.643215,0.1069637,0.0006180594],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8007469,0.08843354,0.02258097,0.04885281,0.002587298,0.0003560449,0.00001629152,0.0001963847,0.03622972],"genre_scores_gemma":[0.9917737,0.0030944,0.004691017,0.0002774502,0.00001120285,0.00003540267,0.000007455202,0.000004817166,0.0001046051],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3354126,"threshold_uncertainty_score":0.2807595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01065866868673896,"score_gpt":0.3222031842420559,"score_spread":0.3115445155553169,"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."}}