{"id":"W6996100770","doi":"","title":"Randomized controlled trial of human papillomavirus testing versus Pap cytology for primary screening of cervical cancer precursors","year":2007,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Advanced Technologies in Various Fields","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cervical cancer; Randomized controlled trial; Papanicolaou stain; Papanicolaou Test; Cytology; Human papillomavirus; Cancer; Cervical cancer screening","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.003623277,0.0009178001,0.00458101,0.0008389286,0.0006812671,0.00004183501,0.002807786,0.001951224,0.00002747962],"category_scores_gemma":[0.01221638,0.0008689919,0.00129435,0.0009518187,0.0003479269,0.0005698254,0.000569859,0.001748212,0.000002384444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004464692,"about_ca_system_score_gemma":0.0001841343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003435875,"about_ca_topic_score_gemma":0.0005466272,"domain_scores_codex":[0.9928243,0.0007012457,0.00300465,0.001401593,0.001063867,0.001004403],"domain_scores_gemma":[0.9819554,0.01149137,0.003737388,0.001432446,0.001216272,0.0001671138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.6328953,0.0002869022,0.000005739357,0.0004802792,0.0009034107,0.00001621492,0.00001734142,0.0001503054,0.01138841,0.1822522,9.423248e-7,0.171603],"study_design_scores_gemma":[0.9022363,0.001766974,0.00004664094,0.0008373551,0.0007796927,0.000005401145,0.00009126494,0.0004476469,0.04543371,0.04704126,0.0002974329,0.00101633],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9283476,0.001253903,0.001867469,0.00002769408,0.006971152,0.01391299,0.0003668869,0.001134851,0.04611745],"genre_scores_gemma":[0.879339,0.0001964382,0.116156,0.00008479728,0.0001092336,0.002910503,0.0001493262,0.0001757993,0.0008789264],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.269341,"threshold_uncertainty_score":0.9993761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04025916421511591,"score_gpt":0.3291331915606333,"score_spread":0.2888740273455174,"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."}}