{"id":"W2099038117","doi":"10.1503/cmaj.071270","title":"Revenge of the killer microbe","year":2007,"lang":"en","type":"letter","venue":"Canadian Medical Association Journal","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cover (algebra); Cover story; Computer science; World Wide Web; Data science; Immunology; Internet privacy; Medicine; Engineering","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":["research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.001202575,0.0001556012,0.0003358658,0.0001456345,0.0002855554,0.00001494225,0.0005855485,0.003223144,0.007563275],"category_scores_gemma":[0.0008152646,0.0001025116,0.0002643126,0.0001569755,0.0001721423,0.00002293111,0.00002890301,0.005455947,0.0003945535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005261589,"about_ca_system_score_gemma":0.002771029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001830273,"about_ca_topic_score_gemma":0.01180209,"domain_scores_codex":[0.9980667,0.0003740327,0.0005246078,0.0001424428,0.0003172743,0.0005749483],"domain_scores_gemma":[0.9985999,0.0002272168,0.0005821385,0.000184313,0.0002917264,0.0001146962],"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":[0.000001960796,0.000006378202,0.001778708,0.00001953096,0.0002551704,0.0002047716,0.00007230226,3.467787e-8,0.00008689648,0.00001322036,0.996345,0.001215972],"study_design_scores_gemma":[0.000319909,0.00001224586,0.002417628,0.000295816,0.00005342689,0.0004040094,0.00004419798,6.459086e-8,0.0001709534,0.00002898163,0.9961367,0.0001160856],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00186394,0.003508376,0.00001596126,0.9800068,0.00828873,0.0001100506,0.00008612311,0.000007124765,0.006112921],"genre_scores_gemma":[0.003440879,0.0003475477,0.00001343812,0.9238203,0.003362087,5.070336e-7,0.00004687135,0.00002435429,0.06894401],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0628311,"threshold_uncertainty_score":0.9980709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005190485270970133,"score_gpt":0.2022539710517715,"score_spread":0.1970634857808014,"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."}}