{"id":"W4367834874","doi":"10.1080/14763141.2023.2207554","title":"Factors influencing sports science students’ elective biomechanics enrolment decisions","year":2023,"lang":"en","type":"article","venue":"Sports Biomechanics","topic":"Innovative Teaching Methods","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Trent University; Nottingham Trent University","keywords":"Subject (documents); Sports science; Curriculum; Psychology; Biomechanics; Mathematics education; Medical education; Medicine; Pedagogy; Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.01390129,0.0004053478,0.0004513114,0.002207569,0.002696237,0.0003247284,0.00157669,0.000263581,0.0002752143],"category_scores_gemma":[0.002308785,0.0003786163,0.0001592418,0.01360271,0.0004825526,0.0007136542,0.0006989111,0.000481758,0.00006342334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001285672,"about_ca_system_score_gemma":0.001344938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004963308,"about_ca_topic_score_gemma":0.00008333889,"domain_scores_codex":[0.9920828,0.0002520995,0.0007010042,0.001035973,0.004404365,0.001523788],"domain_scores_gemma":[0.9973562,0.0003274611,0.0004504882,0.0007222627,0.0007077985,0.0004358424],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006308285,0.0006918962,0.0467196,0.00003068136,0.0001514185,0.0003688869,0.1083044,0.00002584624,0.2637242,0.2955394,0.001473465,0.2829071],"study_design_scores_gemma":[0.001623938,0.000654853,0.1629949,0.0005345246,0.0002162692,0.00001583591,0.1467515,0.002002398,0.2840055,0.2884295,0.1084221,0.00434874],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984401,0.00002329252,0.007659175,0.0002287779,0.003168805,0.0007522326,0.00002260569,0.0009189877,0.002825087],"genre_scores_gemma":[0.9960996,0.0001273019,0.00243689,0.0002369852,0.000177411,0.00003132037,0.00002242034,0.00005790407,0.0008102034],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2785584,"threshold_uncertainty_score":0.9998666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08216781188862436,"score_gpt":0.4165674012520388,"score_spread":0.3343995893634145,"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."}}