{"id":"W4412682223","doi":"10.5539/hes.v15n3p303","title":"Innovative Pedagogical Reforms in Theoretical Mechanics: Exploratory Research and Practical Implementation","year":2025,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Mechatronics Education and Applications","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Taishan University","keywords":"Exploratory research; Mathematics education; Higher education; Management science; Engineering ethics; Psychology; Pedagogy; Sociology; Computer science; Political science; Social science; Engineering","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":[0.01892352,0.0006300918,0.0005034553,0.001317837,0.002558314,0.004884852,0.003445557,0.002056984,0.004200075],"category_scores_gemma":[0.02717528,0.0004695645,0.0004778588,0.001225426,0.005161251,0.003308073,0.005070606,0.0032345,0.0006146482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006751858,"about_ca_system_score_gemma":0.00987786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001622162,"about_ca_topic_score_gemma":0.003096631,"domain_scores_codex":[0.9868248,0.009318482,0.0003104567,0.0008042158,0.00163561,0.001106385],"domain_scores_gemma":[0.9808575,0.0121508,0.0009192355,0.002014743,0.002020701,0.002037009],"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":[0.000602529,0.0462294,0.02235633,0.002327841,0.00008897362,0.001441212,0.1292619,0.011964,0.0183367,0.1909731,0.009871812,0.5665463],"study_design_scores_gemma":[0.003043281,0.02034373,0.04916355,0.002348789,0.0002830054,0.001192904,0.3513274,0.0776329,0.06192056,0.09535769,0.3370779,0.0003084152],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9070172,0.0004059014,0.0546229,0.003884219,0.0001511394,0.005253063,0.00009969835,0.0002213202,0.02834442],"genre_scores_gemma":[0.8599056,0.000588613,0.1287518,0.0006922247,0.0000471352,0.002576106,0.00009906318,0.00004344386,0.007296047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01892352,"threshold_uncertainty_score":0.1000783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2498132684100368,"score_gpt":0.542848898165723,"score_spread":0.2930356297556862,"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."}}