{"id":"W4309737083","doi":"10.24908/pocus.v7i2.16034","title":"A Comment on the November Issue of POCUS Journal","year":2022,"lang":"en","type":"article","venue":"POCUS Journal","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","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","scholarly_communication","insufficient_payload"],"consensus_categories":["metaresearch","insufficient_payload"],"category_scores_codex":[0.1608851,0.0002136557,0.001753581,0.0003981105,0.001113672,0.001043312,0.002902943,0.00002859852,0.197204],"category_scores_gemma":[0.01118155,0.00007997418,0.002056138,0.0009801091,0.00005416274,0.0001381116,0.0002735746,0.00103401,0.001444974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001048078,"about_ca_system_score_gemma":0.0001304997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005641534,"about_ca_topic_score_gemma":0.000002276268,"domain_scores_codex":[0.9692026,0.01423543,0.00688629,0.0003055242,0.009067669,0.0003024904],"domain_scores_gemma":[0.9858246,0.003811992,0.007483779,0.001724879,0.0009210315,0.0002337098],"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":[0.00001850843,0.0001356017,0.002004003,0.000003106233,0.0002599299,0.00003858215,0.0008903301,0.0005026266,0.0000662635,0.003176343,0.9781219,0.01478277],"study_design_scores_gemma":[0.0002636784,0.0001816847,0.0007883936,0.00001720764,0.0001273337,0.001375776,0.002613115,0.0006030707,0.00005678064,0.01838038,0.9754952,0.00009734851],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2506732,0.008082826,0.01465701,0.5706173,0.007253284,0.001433472,0.00008174477,0.000007446319,0.1471937],"genre_scores_gemma":[0.9629036,0.00008150138,0.001370016,0.01687439,0.0006886346,0.00001991319,6.811431e-7,0.00002146358,0.0180398],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7122304,"threshold_uncertainty_score":0.9999937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.695726830638117,"score_gpt":0.515051435810707,"score_spread":0.18067539482741,"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."}}