{"id":"W4406364734","doi":"10.1002/9781683670438.cmph0025","title":"Specimen Selection, Collection, and Transport for Anaerobic Culture","year":2023,"lang":"en","type":"other","venue":"ClinMicroNow","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Data collection; Anaerobic exercise; Health care; Clinical microbiology; Medical emergency; Medicine; Computer science; Operations management; Microbiology; Biology; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002082966,0.0009878875,0.0006527263,0.00308741,0.001066421,0.001223811,0.001179404,0.0007393414,0.1115148],"category_scores_gemma":[0.004330988,0.0003892404,0.0003955386,0.001145378,0.0005254408,0.0006794925,0.001293708,0.001008737,0.08969161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005469355,"about_ca_system_score_gemma":0.001696397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001234356,"about_ca_topic_score_gemma":0.00259663,"domain_scores_codex":[0.9986045,0.0003208401,0.0002045945,0.0001368727,0.0006132298,0.000120062],"domain_scores_gemma":[0.9977651,0.0003271127,0.0001825016,0.0004765007,0.0007679458,0.000480991],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001121801,0.0009544696,0.009922817,0.001087304,0.00001961807,0.006551112,0.0002252702,0.0004489027,0.04181606,0.002617124,0.412713,0.5225224],"study_design_scores_gemma":[0.0001208926,0.0004832433,0.0209737,0.0007421284,0.00001908869,0.007338312,0.0003082069,0.0016345,0.03793496,0.002485251,0.9279027,0.00005697733],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0434818,0.006998339,0.1760605,0.008908398,0.004594237,0.03826824,0.026096,0.01681765,0.6787748],"genre_scores_gemma":[0.1128229,0.008191683,0.4031909,0.007474227,0.002524771,0.0221362,0.02420514,0.005663433,0.4137907],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1115148,"threshold_uncertainty_score":0.3730541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01399171560993303,"score_gpt":0.2691945093228792,"score_spread":0.2552027937129462,"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."}}