{"id":"W7108216725","doi":"10.5281/zenodo.17780876","title":"Knowledge Gaps in Reproductive Health among Women with MS (KNOWwMS): a project protocol","year":2025,"lang":"","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Merck Canada Inc. (Canada); Multiple Sclerosis Society of Canada","funders":"","keywords":"Reproductive health; Set (abstract data type); Protocol (science); Health care; MEDLINE; Systematic review; Perspective (graphical); Health professionals","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":[0.08541142,0.002677266,0.004163936,0.007984066,0.006483329,0.004405933,0.005267065,0.00501635,0.05513793],"category_scores_gemma":[0.04968493,0.004013066,0.005310585,0.004901958,0.003281852,0.005161934,0.01005371,0.005746927,0.008552861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01041981,"about_ca_system_score_gemma":0.07968062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008624146,"about_ca_topic_score_gemma":0.01223381,"domain_scores_codex":[0.9680064,0.01964368,0.005925684,0.001954058,0.002082546,0.002387647],"domain_scores_gemma":[0.9560449,0.01724677,0.004042696,0.004366691,0.01326931,0.005029629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.03343805,0.01424262,0.01735989,0.1796907,0.001229394,0.004086867,0.08250073,0.005974267,0.004691459,0.02879709,0.1030604,0.5249285],"study_design_scores_gemma":[0.04521162,0.01554085,0.05591389,0.1235611,0.001892172,0.001303283,0.08451343,0.00350326,0.004982942,0.02382878,0.6389768,0.0007720981],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.002954089,0.0002561189,0.00183115,0.0004266945,0.00006097332,0.9899365,0.002818543,0.00003746486,0.001678582],"genre_scores_gemma":[0.001559744,0.0002459952,0.005040911,0.000108264,0.00001278992,0.9921076,0.0005234222,0.000003939184,0.0003972583],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.08541142,"threshold_uncertainty_score":0.4517041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05463358086401083,"score_gpt":0.346619998853924,"score_spread":0.2919864179899132,"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."}}