{"id":"W2201169983","doi":"","title":"FOURTH NORTH AMERICAN SURVEY OF UNDERGRADUATE BIOMECHANICS INSTRUCTION IN KINESIOLOGY/EXERCISE SCIENCE","year":2011,"lang":"en","type":"article","venue":"ISBS - Conference Proceedings Archive","topic":"Physical Education and Pedagogy","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Kinesiology; Biomechanics; Sports biomechanics; Sports science; Medical education; Psychology; Medicine; Engineering; Simulation; Anatomy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001054178,0.0001610518,0.0002122085,0.001307019,0.0005296327,0.0003782787,0.0002257605,0.0003925343,0.007616036],"category_scores_gemma":[0.002121583,0.0001923553,0.0001202075,0.002189664,0.0001852268,0.0004114396,0.000433194,0.0003551372,0.001999549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007547292,"about_ca_system_score_gemma":0.00110147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04047428,"about_ca_topic_score_gemma":0.08982251,"domain_scores_codex":[0.9992803,0.0001671242,0.00008314368,0.00009366719,0.000273106,0.0001026112],"domain_scores_gemma":[0.9972562,0.0004135968,0.0005175915,0.0001240029,0.001131985,0.0005565949],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003867267,0.0002547722,0.9651639,0.00007557133,0.00001437909,0.00006880882,0.00197492,0.00005998921,0.0009499234,0.0001214244,0.01290105,0.01837656],"study_design_scores_gemma":[0.000004006923,0.00004546512,0.9914817,0.00002055308,0.00000395326,0.00005459509,0.001871905,0.0001031453,0.00009649956,0.00002004306,0.006294954,0.000003159588],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9757754,0.000188695,0.0004505553,0.0009628177,0.00002880202,0.0002933176,0.008223664,0.00004291898,0.01403386],"genre_scores_gemma":[0.9706188,0.000923456,0.001657296,0.001940713,0.00004508598,0.0007899111,0.008629314,0.00002016395,0.01537525],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04047428,"threshold_uncertainty_score":0.08047736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.146594584141909,"score_gpt":0.404056136677541,"score_spread":0.2574615525356321,"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."}}