{"id":"W3131703810","doi":"10.29173/isotl535","title":"Academic Writing in the Health Professions","year":2021,"lang":"en","type":"article","venue":"Imagining SoTL","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Division of Undergraduate Education","keywords":"Credibility; Narrative; Coding (social sciences); Psychology; Mathematics education; Reflective writing; Medical education; Pedagogy; Medicine; Sociology","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":[0.01315813,0.0002799856,0.000329288,0.001554754,0.005773383,0.009314332,0.0009849041,0.0008939306,0.005294042],"category_scores_gemma":[0.0474676,0.0001958302,0.0002246002,0.001290039,0.005513537,0.002901078,0.006295033,0.001937305,0.001183492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002813643,"about_ca_system_score_gemma":0.008265803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001268854,"about_ca_topic_score_gemma":0.001979427,"domain_scores_codex":[0.9846482,0.00846878,0.0007760931,0.0006035211,0.004637113,0.0008662759],"domain_scores_gemma":[0.955941,0.01925877,0.01010707,0.002601682,0.006067147,0.00602431],"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":[0.0001705057,0.001234795,0.07000705,0.001048292,0.0000258992,0.0006805252,0.3093636,0.0002093412,0.003117491,0.01164385,0.01347143,0.5890273],"study_design_scores_gemma":[0.0001090272,0.00135167,0.2797982,0.003314647,0.00005705646,0.00422237,0.4438162,0.00103915,0.00770425,0.04079748,0.2176613,0.0001285582],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8983378,0.004577733,0.003356976,0.01100531,0.0005874087,0.0001712061,0.00004722493,0.000109307,0.08180705],"genre_scores_gemma":[0.9867136,0.00157281,0.002265998,0.0009341369,0.000183418,0.00005979574,0.00002875854,0.00003619694,0.008205288],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01315813,"threshold_uncertainty_score":0.06958765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09088297551649833,"score_gpt":0.5264726363013025,"score_spread":0.4355896607848042,"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."}}