{"id":"W7070325150","doi":"","title":"Obstetric Cervical Ripening Device","year":2017,"lang":"en","type":"article","venue":"Digital WPI","topic":"Preterm Birth and Chorioamnionitis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Worcester Polytechnic Institute","keywords":"Balloon; Insert (composites); Quarter (Canadian coin); Labor induction","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":[],"consensus_categories":[],"category_scores_codex":[0.00002512309,0.00008852497,0.0001447938,0.00004074734,0.0001690054,0.0003052498,0.000166499,0.0000570501,0.00009808153],"category_scores_gemma":[0.0004634445,0.00007615906,0.0000750937,0.00004362937,0.00005628481,0.0003840933,0.00009113612,0.0001208126,0.0005013123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002234737,"about_ca_system_score_gemma":0.00003522258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009854382,"about_ca_topic_score_gemma":0.000001450182,"domain_scores_codex":[0.9993438,0.000003102076,0.00011472,0.000159246,0.0001722014,0.0002069955],"domain_scores_gemma":[0.9992405,0.00003749435,0.00005615154,0.0004283761,0.00004681827,0.000190636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001027734,0.000104532,0.5749567,0.0001069631,0.00005900588,0.0006660916,0.00017246,2.111362e-7,0.0001769247,0.0008881946,0.002511746,0.4202544],"study_design_scores_gemma":[0.001623035,0.0001984473,0.8284691,0.0001370239,0.00003752804,0.0002389487,0.00006853884,0.0001409632,0.000809081,0.0004979306,0.1675509,0.0002284803],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6145881,0.000237725,0.00003020961,0.0005237434,0.000257976,0.00008374536,0.00001587407,0.00006508755,0.3841976],"genre_scores_gemma":[0.9954669,0.00001236161,0.00007074216,0.0003180747,0.0002281954,0.000004262528,0.00002470557,0.00001279606,0.003861916],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4200259,"threshold_uncertainty_score":0.6443523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02829967386847139,"score_gpt":0.2887768451208269,"score_spread":0.2604771712523555,"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."}}