{"id":"W4392108335","doi":"10.15173/m.v1i36.2328","title":"MedBulletin","year":2019,"lang":"en","type":"article","venue":"The Meducator","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"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":["metaresearch","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001084459,0.00005569344,0.000129115,0.0000344021,0.00003662959,0.000006247646,0.0001054618,0.00003799333,0.006420675],"category_scores_gemma":[0.009173395,0.00002745951,0.00003880026,0.000121451,0.00006426001,0.00001303529,0.00002523708,0.0002845289,0.008047696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006766434,"about_ca_system_score_gemma":0.00308873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004655249,"about_ca_topic_score_gemma":9.150699e-7,"domain_scores_codex":[0.998785,0.00005241338,0.0001044252,0.0001000035,0.0004266447,0.000531568],"domain_scores_gemma":[0.9968988,0.0002491586,0.00001734017,0.0003554613,0.00004163657,0.002437571],"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":[0.0002877367,0.0002308056,0.00987571,0.0002859617,0.00003714177,0.00002271128,0.001388098,8.342933e-8,0.006965829,0.001438796,0.9314768,0.04799038],"study_design_scores_gemma":[0.0005939126,0.0002117068,0.01303689,0.00006154894,0.00000986158,0.00004530786,0.0004003746,0.00001100044,0.001520766,0.00008536602,0.9839851,0.00003813158],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7311758,0.0003167788,0.000004093895,0.2294476,0.0003530239,0.0004160593,7.249971e-7,0.00002572981,0.03826015],"genre_scores_gemma":[0.932872,0.00007818758,0.0001113646,0.04010954,0.0003985378,0.00001900356,0.000002943032,0.00001180023,0.02639663],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2016961,"threshold_uncertainty_score":0.9991727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09646915284162506,"score_gpt":0.4274554255272306,"score_spread":0.3309862726856056,"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."}}