{"id":"W4409793591","doi":"10.61091/jcmcc127a-192","title":"Design of a Smart Teaching Management Platform Integrating Artificial Intelligence Technology under the Perspective of Resource Sharing","year":2025,"lang":"en","type":"article","venue":"Journal of Combinatorial Mathematics and Combinatorial Computing","topic":"Medical Research and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Perspective (graphical); Knowledge management; Computer science; Resource (disambiguation); Engineering management; Engineering; Systems engineering; Artificial intelligence","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":[0.00030358,0.000373573,0.0003885992,0.0005453697,0.0006195852,0.001184092,0.001184367,0.0004857826,0.003087584],"category_scores_gemma":[0.0004566849,0.0002282537,0.0003848605,0.0004161736,0.0002962479,0.001425656,0.001179528,0.0003639804,0.0008697506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004108644,"about_ca_system_score_gemma":0.001315165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001538653,"about_ca_topic_score_gemma":0.0009954387,"domain_scores_codex":[0.9996,0.00004927154,0.00002988325,0.00009276828,0.0001463798,0.00008178189],"domain_scores_gemma":[0.9997945,0.00001844361,0.00002215178,0.00003675745,0.00006952856,0.00005856707],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005885659,0.0007158637,0.01042576,0.0005762384,0.0001759313,0.001532281,0.001032055,0.1190115,0.1971285,0.05071229,0.01864384,0.5994571],"study_design_scores_gemma":[0.0001304979,0.000509161,0.004597305,0.00004733907,0.0001132277,0.0006993763,0.0005252035,0.8473394,0.06710348,0.01448094,0.06433931,0.0001148163],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.09900409,0.0002482788,0.8758308,0.0005042673,0.0002116918,0.0006233295,0.0001499109,0.004968635,0.0184589],"genre_scores_gemma":[0.7206042,0.0002441039,0.2650924,0.0002520654,0.00007125634,0.0004901103,0.0003142218,0.0001679808,0.01276358],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003087584,"threshold_uncertainty_score":0.01032901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03976864904864962,"score_gpt":0.3390311451933781,"score_spread":0.2992624961447285,"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."}}