{"id":"W2061218869","doi":"10.1002/bip.10166","title":"Detailed account of confounding factors in interpretation of FTIR spectra of exfoliated cervical cells","year":2002,"lang":"en","type":"article","venue":"Biopolymers","topic":"Spectroscopy Techniques in Biomedical and Chemical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Confounding; Cytology; Dysplasia; Medicine; Cervix; Fourier transform infrared spectroscopy; Internal medicine; Pathology; Optics; Physics","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":[0.002142944,0.0004761583,0.0003615682,0.000808649,0.0005123382,0.0003941068,0.0004019473,0.0004326709,0.001148786],"category_scores_gemma":[0.003305847,0.0002305085,0.0002380417,0.0005403437,0.0003299595,0.0003374566,0.0002881706,0.0005159567,0.0002128983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002209269,"about_ca_system_score_gemma":0.0002153778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004980882,"about_ca_topic_score_gemma":0.00124196,"domain_scores_codex":[0.9992794,0.0002770418,0.00009189748,0.00008174522,0.0002289455,0.00004100044],"domain_scores_gemma":[0.9981954,0.001120634,0.0002203772,0.0001791281,0.0002493189,0.00003526997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0008674124,0.0002270705,0.1089816,0.0007662286,0.0001211252,0.006359741,0.001092557,0.001855762,0.7290257,0.0008877416,0.0007213596,0.1490938],"study_design_scores_gemma":[0.00004746286,0.001817229,0.4080902,0.0001375865,0.0003960904,0.0334482,0.001195569,0.01465505,0.5242615,0.002837777,0.01299309,0.0001203672],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8624088,0.004714473,0.1282427,0.0006349391,0.0002430491,0.0003059198,0.0002802078,0.0003659789,0.002803966],"genre_scores_gemma":[0.8782836,0.00231404,0.1169693,0.0001979861,0.00006917948,0.0001493723,0.0002473446,0.00006634172,0.001702705],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.002142944,"threshold_uncertainty_score":0.01133317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01417284811624634,"score_gpt":0.298693068920418,"score_spread":0.2845202208041717,"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."}}