{"id":"W4406734295","doi":"10.1016/b978-1-4377-0762-5.00012-7","title":"10.1016/b978-1-4377-0762-5.00012-7","year":2000,"lang":"en","type":"book-chapter","venue":"Time to knit","topic":"Pneumonia and Respiratory Infections","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Pneumonia; Medicine; Microbiology; Internal medicine; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008164229,0.002145289,0.00135062,0.00163368,0.001175653,0.004238261,0.002512937,0.003827542,0.9769092],"category_scores_gemma":[0.001423298,0.000764938,0.0008512804,0.001749677,0.00103842,0.004071307,0.003200601,0.002200959,0.9882951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000745442,"about_ca_system_score_gemma":0.0007414847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002585553,"about_ca_topic_score_gemma":0.002818366,"domain_scores_codex":[0.9995947,0.00002570699,0.00002419033,0.0001344817,0.0001465132,0.00007426224],"domain_scores_gemma":[0.9984761,0.0004935925,0.0001026775,0.0001870722,0.000279714,0.0004608293],"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":[0.0001298076,0.000113144,0.0003072674,0.0004324796,0.00001506424,0.0001117488,0.00007687222,0.0002860112,0.001918438,0.005944942,0.3920392,0.598625],"study_design_scores_gemma":[0.00001385665,0.00003946835,0.000401725,0.0002661444,0.000005851997,0.0001593712,0.00005665963,0.00008304814,0.0002219546,0.0009653541,0.9977762,0.00001035419],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001517392,0.0006510434,0.0007624775,0.0002925407,0.0001924257,0.00004061245,0.0005167453,0.0006989305,0.9966934],"genre_scores_gemma":[0.0003472409,0.0003344082,0.0003382862,0.0001128128,0.00003907218,0.00002603903,0.0003477033,0.0001705358,0.9982839],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02309078,"threshold_uncertainty_score":0.03293622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01120247931377309,"score_gpt":0.2014854693528476,"score_spread":0.1902829900390745,"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."}}