{"id":"W4392107898","doi":"10.15173/m.v1i25.857","title":"MedBulletin","year":2014,"lang":"en","type":"article","venue":"The Meducator","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Peer review; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001887148,0.0000562782,0.0001238136,0.00003295653,0.00007246554,0.000006890638,0.0001056597,0.00003655345,0.001394941],"category_scores_gemma":[0.03696917,0.00002766687,0.00003553458,0.000107664,0.000114256,0.00000975989,0.00002210535,0.0002613469,0.001524522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004848753,"about_ca_system_score_gemma":0.001735442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004765447,"about_ca_topic_score_gemma":0.00000189766,"domain_scores_codex":[0.9987677,0.0001013295,0.0001089035,0.00009269379,0.0003980586,0.0005312668],"domain_scores_gemma":[0.9956689,0.0004318011,0.0000198413,0.0003631027,0.00004891888,0.003467472],"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":[0.0001124768,0.0001414799,0.00106924,0.00011676,0.00001625922,0.000006446355,0.0007335051,4.297075e-8,0.00164838,0.002399686,0.8578147,0.135941],"study_design_scores_gemma":[0.000425005,0.000182856,0.006673807,0.00004054697,0.00001147798,0.00003488918,0.0001311364,0.00002900706,0.001204161,0.0002532085,0.9909813,0.00003258588],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4388232,0.0002540452,0.0001478463,0.5063276,0.000357255,0.0003170651,6.368216e-7,0.00005002053,0.05372228],"genre_scores_gemma":[0.9328998,0.00005520911,0.0002658555,0.05872808,0.0009420252,0.00002525156,0.000002545046,0.00001176508,0.007069484],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4940766,"threshold_uncertainty_score":0.9995179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1110008256378889,"score_gpt":0.4303533825124632,"score_spread":0.3193525568745743,"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."}}