{"id":"W2061850276","doi":"10.1503/cmaj.060682","title":"\"It's time to act\"","year":2006,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health and Surgery","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sierra leone; Join (topology); Operations research; Computer science; Geography; Political science; Telecommunications; Socioeconomics; Sociology; Engineering; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001447034,0.00007710977,0.0002049845,0.0001798799,0.0001670355,0.00003618374,0.00007488878,0.0002631415,0.01808483],"category_scores_gemma":[0.00170271,0.00006913362,0.00008462942,0.0002457096,0.0000105909,0.00004614819,0.000005599548,0.0005419956,0.005409629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001363571,"about_ca_system_score_gemma":0.004763842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00389805,"about_ca_topic_score_gemma":0.01249253,"domain_scores_codex":[0.9977372,0.00006577958,0.0003584881,0.00009703216,0.001094108,0.0006473339],"domain_scores_gemma":[0.9955739,0.00009821587,0.00007907532,0.00007051608,0.0002974088,0.00388092],"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":[0.000009579133,0.00001652021,0.03454402,0.000003684811,0.00001254129,0.0005542501,0.00001828457,8.697245e-7,0.000007244972,0.00004188844,0.9504288,0.01436225],"study_design_scores_gemma":[0.0004146589,0.00004079328,0.09852049,0.00005199356,0.00001001066,0.000515432,0.00001796535,0.00004769082,0.000003874199,0.00005122682,0.9002646,0.00006128095],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1529232,0.0001598568,0.0000416824,0.6382495,0.001009865,0.0001830508,0.00002251105,0.00003510978,0.2073753],"genre_scores_gemma":[0.5366344,0.0000347811,0.0003349319,0.4135146,0.007931467,0.000006886467,0.00004564222,0.00002885459,0.04146843],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.3837112,"threshold_uncertainty_score":0.9953648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004948343634829606,"score_gpt":0.2462199706373623,"score_spread":0.2412716270025327,"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."}}