{"id":"W2219748724","doi":"","title":"Necessity Research on Reflecting “Student Oriented” Education From Ecoaesthetics","year":2015,"lang":"en","type":"article","venue":"Cross-cultural communication","topic":"Cognitive Science and Education Research","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Connotation; Value (mathematics); Phenomenon; Subject (documents); Mathematics education; Sociology; Object (grammar); Higher education; Engineering ethics; Pedagogy; Psychology; Epistemology; Engineering; Political science; Computer science; Law","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001846273,0.0001325463,0.0001150746,0.0001688803,0.001553399,0.001019895,0.001206834,0.00008464037,0.0001086878],"category_scores_gemma":[0.004614625,0.0001096101,0.00004465879,0.001185949,0.0008752877,0.001007759,0.0004628183,0.0007373734,0.0009626778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004877161,"about_ca_system_score_gemma":0.0005114872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007080532,"about_ca_topic_score_gemma":0.0001200794,"domain_scores_codex":[0.9967383,0.0009639088,0.0002800277,0.0004998057,0.001108193,0.0004097418],"domain_scores_gemma":[0.9961033,0.0007173424,0.0001229355,0.0009814661,0.001814222,0.0002607303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000671392,0.005477437,0.1109958,0.00004066329,0.00001933584,0.000006898816,0.07925186,0.0003782883,0.263224,0.0734925,0.05371797,0.4127238],"study_design_scores_gemma":[0.001590312,0.0007353229,0.1264818,0.0003750194,0.00001462304,0.00002376924,0.07341003,0.0009779835,0.423981,0.0248277,0.3466929,0.0008895962],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9370497,0.0001462866,0.00001070977,0.003825602,0.0003867884,0.0003158077,0.000008310374,0.00008619246,0.05817064],"genre_scores_gemma":[0.9957238,0.0001702189,0.0002974262,0.0006694756,0.0001453332,0.00009543826,0.0000716796,0.00001222896,0.002814396],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4118342,"threshold_uncertainty_score":0.9998152,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4209226362250649,"score_gpt":0.590934765219603,"score_spread":0.1700121289945381,"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."}}