{"id":"W2771710498","doi":"10.1136/bmj.j5560","title":"The science behind “man flu”","year":2017,"lang":"en","type":"article","venue":"BMJ","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Memorial University of Newfoundland","funders":"","keywords":"Data science; Computer science; World Wide Web; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001087873,0.00004720672,0.00007527181,0.00003006345,0.002408481,0.0001572924,0.0003942797,0.00001485712,0.00002336728],"category_scores_gemma":[0.003938065,0.00002553712,0.00002716818,0.00003139847,0.001407446,0.0001079953,0.0003200236,0.000115871,0.0003150925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004181505,"about_ca_system_score_gemma":0.0002048071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007673672,"about_ca_topic_score_gemma":0.00003593668,"domain_scores_codex":[0.9989967,0.00000979302,0.00008650955,0.0001239234,0.0004991869,0.0002838801],"domain_scores_gemma":[0.9988414,0.00005749839,0.00004723683,0.0008054425,0.0001691529,0.00007927724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0005827307,0.0001411492,0.1491866,0.00009729496,0.0002073775,0.0003194746,0.003536858,0.000002679047,0.06639288,0.01164015,0.5664581,0.2014347],"study_design_scores_gemma":[0.0005651648,0.0000943032,0.6535611,0.00004163673,0.00001110834,0.00001481882,0.0001891506,0.0001061508,0.01012187,0.0002313772,0.3349988,0.00006453404],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5749356,0.0005499398,0.000003882988,0.04284442,0.000347668,0.0006186368,0.00000259048,0.00003402619,0.3806633],"genre_scores_gemma":[0.9854264,0.00008157052,0.0002098769,0.0004681502,0.0003954304,0.00003074528,1.495629e-7,0.000005709571,0.01338194],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5043745,"threshold_uncertainty_score":0.9988902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.180183687192964,"score_gpt":0.4995646834555085,"score_spread":0.3193809962625445,"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."}}