{"id":"W4392117761","doi":"10.15173/m.v1i31.1842","title":"Medpulse","year":2018,"lang":"en","type":"article","venue":"The Meducator","topic":"Psychoanalysis and Social Critique","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001013614,0.00004127061,0.00006871299,0.00001997356,0.0008596797,0.0000481115,0.0003190127,0.00003776159,0.001950288],"category_scores_gemma":[0.0002771816,0.00002709528,0.0000577729,0.0002668072,0.000638463,0.00004227095,0.00001475774,0.00006359591,0.0005871968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003890954,"about_ca_system_score_gemma":0.0002090786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0022195,"about_ca_topic_score_gemma":0.004101472,"domain_scores_codex":[0.9991882,0.0002350586,0.00007561841,0.0000890981,0.0002120785,0.0001998904],"domain_scores_gemma":[0.9995455,0.00009003731,0.0000257707,0.0001748022,0.00007022195,0.00009372016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008729319,0.00008296074,0.001945257,0.000001747439,0.00004831537,8.172848e-7,0.237947,1.907872e-8,0.0002788526,0.5808979,0.1661522,0.01263623],"study_design_scores_gemma":[0.00003279312,0.000009525728,0.001939354,0.000002635681,0.00001484454,1.542721e-7,0.02479392,7.747935e-7,0.0001473083,0.01474204,0.9582604,0.00005624459],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4128981,0.0001664772,0.00002410852,0.03753616,0.001240352,0.00009278845,0.000001151327,0.00004611273,0.5479947],"genre_scores_gemma":[0.9841287,0.00005598594,0.00005501187,0.001654989,0.00293039,0.00001112043,3.528637e-7,0.000004736222,0.01115867],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7921082,"threshold_uncertainty_score":0.998962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03069973647071143,"score_gpt":0.416260985328601,"score_spread":0.3855612488578896,"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."}}