{"id":"W4386495725","doi":"10.32920/24101733.v1","title":"Designing open access, educational resources / Développer des ressources éducatives en libre accès","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Healthcare Systems and Practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centennial College; University Health Network; Toronto Metropolitan University","funders":"","keywords":"Open educational resources; License; Excellence; Educational resources; Open education; Quality (philosophy); Pedagogy; Knowledge management; Medical education; Computer science; Sociology; Political science; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.01519581,0.0006813123,0.0005264821,0.003837098,0.00219422,0.00918344,0.001920185,0.002430835,0.01345381],"category_scores_gemma":[0.03122607,0.0009186114,0.0006197391,0.002289687,0.002816685,0.01179146,0.008248216,0.001323791,0.006584932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002129216,"about_ca_system_score_gemma":0.00494746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001342543,"about_ca_topic_score_gemma":0.002107978,"domain_scores_codex":[0.9882888,0.007471852,0.0008300997,0.0008347099,0.002079495,0.0004949871],"domain_scores_gemma":[0.9846671,0.009159336,0.0007355116,0.00226705,0.002025331,0.001145785],"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":[0.0002906997,0.001433983,0.005722634,0.002325418,0.00005281846,0.001967784,0.03060739,0.004390066,0.0155345,0.1616026,0.02201678,0.7540555],"study_design_scores_gemma":[0.000227199,0.0008796584,0.004254451,0.001306257,0.0001185499,0.001897134,0.02469104,0.01272717,0.04667537,0.05380985,0.8532398,0.0001735358],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1183316,0.001324924,0.7214119,0.00352706,0.000247915,0.006165768,0.000750343,0.008397391,0.1398431],"genre_scores_gemma":[0.1334266,0.0009527131,0.8149217,0.0004359734,0.00006335205,0.002904476,0.00103005,0.001200381,0.04506476],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9980798,"threshold_uncertainty_score":0.08036405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5524078251283993,"score_gpt":0.6222441677807226,"score_spread":0.0698363426523233,"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."}}