{"id":"W2130751556","doi":"10.1186/1742-4682-10-58","title":"A simplified cervix model in response to induction balloon in pre-labour","year":2013,"lang":"en","type":"article","venue":"Theoretical Biology and Medical Modelling","topic":"Maternal and Perinatal Health Interventions","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Cervix; Cervical dilation; Dilation (metric space); Balloon dilation; Mathematics; Materials science; Mechanics; Physics; Structural engineering; Surgery; Balloon; Medicine; Engineering; Geometry; Biology","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":[],"category_scores_codex":[0.0009472772,0.0001005037,0.0002455994,0.0001507082,0.00002918285,0.000005135971,0.00006987193,0.000292393,0.001437228],"category_scores_gemma":[0.0003339566,0.00007409919,0.00002987999,0.0001166538,0.0002311137,0.00003410502,0.0000644137,0.0004390462,0.0000409081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003392233,"about_ca_system_score_gemma":0.00005951014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000395031,"about_ca_topic_score_gemma":0.00002078976,"domain_scores_codex":[0.9987893,0.0001768806,0.0003643749,0.0002465242,0.0001125903,0.0003103826],"domain_scores_gemma":[0.9992571,0.0001832091,0.0000195364,0.000107229,0.00003297031,0.000399987],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.006634426,0.0003935799,0.004117705,0.0003977064,0.00001236786,0.00004583067,0.001356936,0.0023424,0.002719951,0.95473,0.0000154745,0.02723365],"study_design_scores_gemma":[0.001144202,0.0005942775,0.007432675,0.0004173734,0.000004738708,0.00004965299,0.00004606424,0.6731462,0.0001516636,0.3165746,0.0003295162,0.0001090144],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9338236,0.00008880028,0.05446863,0.01076612,0.00006166611,0.0003308624,0.000006085657,0.00002002302,0.0004342237],"genre_scores_gemma":[0.9963974,0.00008945591,0.001071071,0.001932407,0.00004852415,0.00007764405,0.000006538685,0.000007521548,0.0003694044],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6708038,"threshold_uncertainty_score":0.9994756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02872718315972405,"score_gpt":0.348852911386429,"score_spread":0.320125728226705,"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."}}