{"id":"W4400486035","doi":"10.61091/jcmcc120-02","title":"An Empirical Analysis of the Content of Vocational Students Sports Activities Based on Video Data Segmentation and Mining From the Perspective of Motor Development","year":2024,"lang":"en","type":"article","venue":"Journal of Combinatorial Mathematics and Combinatorial Computing","topic":"E-commerce and Technology Innovations","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Government of Jiangsu Province; Jiangsu University","keywords":"Perspective (graphical); Vocational education; Segmentation; Content (measure theory); Content analysis; Computer science; Mathematics education; Psychology; Artificial intelligence; Pedagogy; Sociology; Mathematics; Social science","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":[0.001277703,0.0001330813,0.0004267995,0.0003349133,0.0001586682,0.0001231027,0.0005125443,0.0000682785,0.000005696962],"category_scores_gemma":[0.0003091986,0.00008666689,0.00008429102,0.0007189665,0.0001603446,0.0003079633,0.0002723523,0.0001966852,6.715274e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003972548,"about_ca_system_score_gemma":0.0001066787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006780175,"about_ca_topic_score_gemma":0.000005137118,"domain_scores_codex":[0.9982323,0.00003540863,0.0007919581,0.0001589389,0.0006902338,0.0000911475],"domain_scores_gemma":[0.9973971,0.0007663238,0.001056151,0.0002853549,0.0004840455,0.00001105416],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000242291,0.001944465,0.2170149,0.0003767495,0.002495294,0.000004952102,0.005433572,0.0002310562,0.002985425,0.7651472,0.0002302557,0.003893841],"study_design_scores_gemma":[0.005876383,0.0005624517,0.5218307,0.002967046,0.005207274,0.000005950561,0.03980832,0.184686,0.003533734,0.2346501,0.0002901282,0.0005819032],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963455,0.00008589903,0.0011076,0.0005419168,0.001654839,0.0001703431,0.0000114254,0.000009504853,0.00007301318],"genre_scores_gemma":[0.998462,0.000003492264,0.001157818,0.00005767675,0.0002942203,0.000001355956,0.0000124195,0.00001014832,8.44833e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5304971,"threshold_uncertainty_score":0.3534173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04629729892139995,"score_gpt":0.3171317187172599,"score_spread":0.2708344197958599,"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."}}