{"id":"W2330570655","doi":"10.1136/sextrans-2011-050102.33","title":"S8.3 Research and training needs","year":2011,"lang":"en","type":"article","venue":"Sexually Transmitted Infections","topic":"Reproductive tract infections research","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Medicine; Presentation (obstetrics); Capacity building; Translational research; Public health; Quality (philosophy); Bench to bedside; Intensive care medicine; Medical physics; Pathology; Surgery","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001206847,0.0001888329,0.0002284922,0.001185701,0.000994955,0.00003762191,0.0001837488,0.0002827624,0.002047788],"category_scores_gemma":[0.0002662617,0.000181074,0.00005864412,0.001515072,0.001110338,0.000300849,0.00005352715,0.00131959,0.0007960696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005387862,"about_ca_system_score_gemma":0.0001791525,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007190917,"about_ca_topic_score_gemma":0.0001425622,"domain_scores_codex":[0.9979556,0.0004853854,0.0002963291,0.0004619451,0.00009101625,0.000709725],"domain_scores_gemma":[0.998579,0.0004378211,0.0000346535,0.000458405,0.0004211217,0.00006903557],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0003350629,0.003847783,0.07094783,0.00009594383,0.00134676,0.00002442164,0.06356829,0.000007578773,0.6605161,0.07602935,0.003394737,0.1198861],"study_design_scores_gemma":[0.005138339,0.008679161,0.501277,0.0001085023,0.000175996,0.002622123,0.02540704,0.00001254489,0.1365802,0.03103507,0.287497,0.001467033],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9039343,0.0006382198,0.001990823,0.0002698798,0.0006288898,0.0005000162,0.00001600626,0.0003266582,0.09169523],"genre_scores_gemma":[0.9930332,0.0001273725,0.0001769779,0.00003276784,0.00006319267,0.0001616205,0.00002549737,0.00003624725,0.006343072],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5239359,"threshold_uncertainty_score":0.9999819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1281496638606949,"score_gpt":0.347387675656147,"score_spread":0.2192380117954522,"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."}}