{"id":"W6950485271","doi":"10.5281/zenodo.5710822","title":"SESYNC-ci/introdb-lesson: Handouts - Zenodo","year":2021,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec en Abitibi-Témiscamingue","funders":"","keywords":"Identification (biology); Interpretation (philosophy); Data collection; Perspective (graphical)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003092524,0.0003686493,0.0005315489,0.0004729866,0.0008042122,0.0005501902,0.0007213737,0.0003096733,0.3498645],"category_scores_gemma":[0.0004412621,0.0003652817,0.0001871552,0.0006040977,0.000228057,0.00005389306,0.0009728642,0.0006174251,0.01821429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001433543,"about_ca_system_score_gemma":0.00001610083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005499775,"about_ca_topic_score_gemma":0.000001693269,"domain_scores_codex":[0.9973703,0.0002551456,0.0003254387,0.0008064722,0.0006653644,0.0005772509],"domain_scores_gemma":[0.9980744,0.00001356669,0.000172036,0.0009434252,0.0004405357,0.0003560809],"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":[0.00007361568,0.0002726247,0.000003253631,0.0004330721,0.0002444769,0.000151929,0.0003181177,0.00000128262,0.001060957,0.0003189597,0.957475,0.03964669],"study_design_scores_gemma":[0.001476498,0.0002537307,0.00009696497,0.0003881332,0.0001238846,0.0005281126,0.0003058999,0.0000259923,0.0001589329,0.00003188759,0.9962582,0.0003517859],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001755829,0.002046461,0.0005209083,0.001503296,0.0002851622,0.000820145,0.0004556261,0.001843857,0.992349],"genre_scores_gemma":[0.01209168,0.002065469,0.0005573967,0.001114211,0.001720178,1.306252e-7,0.02505221,0.02441791,0.9329808],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3316502,"threshold_uncertainty_score":0.9998799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03083660401396535,"score_gpt":0.2613260473273886,"score_spread":0.2304894433134233,"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."}}