{"id":"W2557575307","doi":"","title":"Recognizing patterns in the lives of women with multiple sclerosis","year":2005,"lang":"en","type":"book-chapter","venue":"Flinders Academic Commons (Flinders University)","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Multiple sclerosis; Psychology; Psychiatry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004720341,0.0002225396,0.0002063564,0.0004988078,0.002546133,0.002312289,0.0003718201,0.0005490135,0.00815547],"category_scores_gemma":[0.001398855,0.0001829525,0.0001000818,0.001007176,0.0009012535,0.002175374,0.001263488,0.001078498,0.0008633634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001501299,"about_ca_system_score_gemma":0.00297603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1006918,"about_ca_topic_score_gemma":0.3040895,"domain_scores_codex":[0.9998306,0.00006070261,0.000006510027,0.00001763471,0.00004788495,0.00003651562],"domain_scores_gemma":[0.9997438,0.0001435148,0.00002646511,0.000006539951,0.00003292412,0.00004679376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004897021,0.00006885632,0.0163731,0.0002290656,0.000008238079,0.000709421,0.2827993,0.00009935937,0.001601723,0.01517423,0.3098496,0.3730382],"study_design_scores_gemma":[0.000006098577,0.00005111226,0.04706602,0.0008030616,0.000007793024,0.0009922154,0.3406132,0.0001358694,0.0005154069,0.00545204,0.6043331,0.00002412952],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3148802,0.05899645,0.003530333,0.1402636,0.003351389,0.0001434058,0.002131628,0.0001773273,0.4765257],"genre_scores_gemma":[0.5483811,0.07894144,0.008843173,0.01909833,0.0006150664,0.0002290499,0.00129488,0.0001150485,0.3424819],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1006918,"threshold_uncertainty_score":0.2002115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09454915566906494,"score_gpt":0.26164760330972,"score_spread":0.167098447640655,"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."}}