{"id":"W3191583585","doi":"10.46747/cfp.6708563","title":"Focus on concrete solutions","year":2021,"lang":"en","type":"letter","venue":"Canadian Family Physician","topic":"Disaster Response and Management","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Focus (optics); Primary care; 2019-20 coronavirus outbreak; Computer science; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Coronavirus; Data science; World Wide Web; Medicine; Disease; Family medicine; Virology; Pathology; Infectious disease (medical specialty)","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002024232,0.0004491117,0.0005665467,0.0004646746,0.001124515,0.00004968763,0.0004944736,0.0008061802,0.000132025],"category_scores_gemma":[0.00002508752,0.0004828818,0.0002491913,0.0003432655,0.00008589813,0.00007300969,0.0001286372,0.003087264,0.007369637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001227154,"about_ca_system_score_gemma":0.003126323,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03490821,"about_ca_topic_score_gemma":0.02337828,"domain_scores_codex":[0.9960082,0.0007358081,0.0004300493,0.0006710368,0.000372711,0.001782208],"domain_scores_gemma":[0.9978054,0.000269245,0.0001945597,0.001141245,0.0001472172,0.0004423329],"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":[0.000005826871,0.000002559627,7.924897e-7,0.000117993,0.000124224,0.0009140351,0.0002761673,6.659654e-7,0.00001894607,0.004315721,0.9907365,0.003486509],"study_design_scores_gemma":[0.0003037248,0.0000490435,0.00006995512,0.0006671092,0.00009340659,1.352593e-7,0.00189156,0.000005388644,0.000001612488,0.0009620483,0.9954887,0.000467339],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.0000788926,0.0003118817,0.00001424793,0.3804574,0.001797777,0.00067879,0.0006823396,0.00006883811,0.6159098],"genre_scores_gemma":[0.0003708926,0.00003155133,0.00001605807,0.9194317,0.006124605,0.0003582716,0.001185352,0.0001257429,0.0723558],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.543554,"threshold_uncertainty_score":0.9997623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08368121719164223,"score_gpt":0.3294590996660411,"score_spread":0.2457778824743989,"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."}}