{"id":"W4296819780","doi":"10.1149/2.008223if","title":"Section News Fall 2022","year":2022,"lang":"en","type":"article","venue":"The Electrochemical Society Interface","topic":"Diverse Approaches in Healthcare and Education Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Section (typography); Computer science; Operating system","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002215026,0.00009811552,0.0001432432,0.000009700585,0.0004345013,0.00001014097,0.0001508891,0.00004020662,0.0004630994],"category_scores_gemma":[0.00003705458,0.00007379667,0.0001746417,0.0002770145,0.00007711674,0.0000237545,0.0002045815,0.000738393,0.00002652857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004259654,"about_ca_system_score_gemma":0.00007566812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001221233,"about_ca_topic_score_gemma":0.000002017782,"domain_scores_codex":[0.9990594,0.00004764307,0.0001479588,0.0002032038,0.0002741032,0.0002676709],"domain_scores_gemma":[0.9995396,0.00007731778,0.00005024601,0.0002219305,0.00005155486,0.00005941881],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004249043,0.000514986,0.007914205,0.0000922489,0.0005590307,0.000001200008,0.02015219,0.00001509109,0.2353996,0.0004205434,0.7304165,0.004089534],"study_design_scores_gemma":[0.001334533,0.001152596,0.001405583,0.00002207794,0.0003048824,0.0003588603,0.09028006,0.0009263367,0.141582,0.001235132,0.7609491,0.0004488562],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9555237,0.002101653,0.002549094,0.03353981,0.0006594851,0.0004440804,0.000004037977,0.0001552942,0.005022875],"genre_scores_gemma":[0.9882811,0.0002274442,0.0003358664,0.005202796,0.000414811,0.0001472077,0.00001803876,0.00001395545,0.005358769],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09381762,"threshold_uncertainty_score":0.5070614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03478997902920437,"score_gpt":0.3152016276196243,"score_spread":0.2804116485904199,"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."}}