{"id":"W4224242990","doi":"10.1016/j.xcrm.2022.100593","title":"Subodh Verma","year":2022,"lang":"en","type":"article","venue":"Cell Reports Medicine","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001236218,0.0004577782,0.0005773825,0.0009620127,0.002968224,0.002610607,0.0009342199,0.001638955,0.09536483],"category_scores_gemma":[0.005139167,0.0002711696,0.000292605,0.0007630505,0.0007532337,0.001714527,0.002471653,0.004335514,0.03151513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001419355,"about_ca_system_score_gemma":0.004358192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0045009,"about_ca_topic_score_gemma":0.005467498,"domain_scores_codex":[0.9989725,0.0002251696,0.00007022833,0.000198266,0.0003859973,0.0001477994],"domain_scores_gemma":[0.9975555,0.0004229934,0.0001636589,0.0001227304,0.0008118335,0.0009232793],"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":[0.0002016671,0.0001694723,0.002482155,0.0005847396,0.00002652302,0.002649677,0.001015917,0.000235051,0.001882938,0.01734264,0.6522297,0.3211795],"study_design_scores_gemma":[0.0000293809,0.0001133931,0.001808125,0.0003554525,0.00002010582,0.009261715,0.0007999958,0.0001974585,0.0007358901,0.003197671,0.9834471,0.0000336827],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03388153,0.1551979,0.01028197,0.3074047,0.08806442,0.0003909982,0.001659018,0.001515353,0.401604],"genre_scores_gemma":[0.1487973,0.08703192,0.005490778,0.09537722,0.01323062,0.0002900758,0.0008150605,0.0005081787,0.6484589],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9046352,"threshold_uncertainty_score":0.3190272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1081110374761633,"score_gpt":0.4056241741474738,"score_spread":0.2975131366713104,"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."}}