{"id":"W2949065243","doi":"10.22329/celt.v12i0.5412","title":"A Pedagogic Strategy for Instructors of Post-secondary Sector Students Returning to Learn from Concussion","year":2019,"lang":"en","type":"article","venue":"Collected Essays on Learning and Teaching","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Psychology; Humanities; Concussion; Cognition; Art; Medicine; Poison control; Psychiatry; Injury prevention","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007915963,0.0002215332,0.0005498865,0.0003793478,0.0003200913,0.00008788986,0.0001630033,0.0001690162,0.0004764847],"category_scores_gemma":[0.001840955,0.0001851527,0.00009017735,0.0001970891,0.00004421191,0.00008140544,0.0001012134,0.001390815,0.00002302845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009549418,"about_ca_system_score_gemma":0.0002455537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002221461,"about_ca_topic_score_gemma":0.0000153871,"domain_scores_codex":[0.9978602,0.0003662771,0.0003961351,0.0004819362,0.0005271953,0.0003682899],"domain_scores_gemma":[0.9981047,0.001095935,0.0001682474,0.0002324243,0.0001672862,0.0002313867],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007148092,0.0004504806,0.5526124,0.001140736,0.0006132671,0.00002841483,0.02142088,0.0004271616,0.2776148,0.0008504622,0.0007577019,0.1369356],"study_design_scores_gemma":[0.02123452,0.02030032,0.9031487,0.004221526,0.0002412552,0.00006264134,0.02707015,0.007244792,0.006869645,0.0003675677,0.008226699,0.001012224],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894643,0.00007887137,0.0001485702,0.0002083236,0.0001435891,0.001098541,0.00002969119,0.000116657,0.008711492],"genre_scores_gemma":[0.9908931,0.000004970438,0.001414055,0.0001114945,0.00009236902,0.00003111337,0.00008674004,0.00005675157,0.007309381],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3505363,"threshold_uncertainty_score":0.7550308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04623300885659729,"score_gpt":0.3637674103061538,"score_spread":0.3175344014495565,"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."}}