{"id":"W4283830356","doi":"10.3390/app12146836","title":"Design of Intelligent Management Platform for Industry–Education Cooperation of Vocational Education by Data Mining","year":2022,"lang":"en","type":"article","venue":"Applied Sciences","topic":"AI and Multimedia in Education","field":"Computer Science","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"Big data; Vocational education; Computation; Support vector machine; Process (computing); Computer science; Data mining; Artificial intelligence; Machine learning; Algorithm","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005918875,0.0005082306,0.0004747262,0.0007004107,0.0009609739,0.001440598,0.001290369,0.0006687262,0.002612743],"category_scores_gemma":[0.0007467553,0.0002943206,0.0004849325,0.0004576544,0.000281739,0.001532463,0.001066126,0.0004376856,0.0007817704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006847151,"about_ca_system_score_gemma":0.001979464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002702904,"about_ca_topic_score_gemma":0.001900968,"domain_scores_codex":[0.9994831,0.00008933557,0.00003883272,0.0001419752,0.0001597044,0.00008710531],"domain_scores_gemma":[0.9997088,0.00003158975,0.00003047445,0.00004102945,0.0001359338,0.00005206272],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007780594,0.001014242,0.02860437,0.0005769967,0.0002793688,0.001346598,0.001288486,0.2594301,0.1038657,0.03979012,0.02445714,0.5385687],"study_design_scores_gemma":[0.00007134333,0.0002284321,0.003872362,0.0000280608,0.00007306194,0.0001571691,0.0002855551,0.9521171,0.0221344,0.004919007,0.01606668,0.0000468372],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1388437,0.0002645957,0.8425552,0.0008243109,0.0001938798,0.0006619811,0.0002100689,0.004006615,0.0124397],"genre_scores_gemma":[0.7833813,0.0002178833,0.2078652,0.0001987025,0.00005029332,0.0005995904,0.0004455408,0.00008665783,0.00715483],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002702904,"threshold_uncertainty_score":0.008740485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1002055897499431,"score_gpt":0.3380997005839064,"score_spread":0.2378941108339634,"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."}}