{"id":"W38937692","doi":"10.1186/s12911-024-02580-6","title":"Development and usability testing of an online support tool to identify models and frameworks to inform implementation.","year":2024,"lang":"en","type":"dissertation","venue":"PubMed","topic":"Advanced Differential Equations and Dynamical Systems","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Health and Long Term Care; University of Toronto; St. Michael's Hospital","funders":"Canadian Institutes of Health Research","keywords":"Dynamical systems theory; Statistical physics; Computer science; Physics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003973529,0.0002093403,0.0003654635,0.0001645646,0.00008105567,0.0001043086,0.00009783344,0.0002078472,0.00001416907],"category_scores_gemma":[0.0005114006,0.0001922656,0.00003009238,0.0002735869,0.0000113813,0.0002021588,0.00008157858,0.000210014,0.00000160095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009846258,"about_ca_system_score_gemma":0.00006700226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006388831,"about_ca_topic_score_gemma":0.001618025,"domain_scores_codex":[0.9982319,0.0000161556,0.0008327603,0.0003498336,0.0003184876,0.0002508348],"domain_scores_gemma":[0.9990411,0.0001753304,0.0001873765,0.0002043193,0.0001891666,0.000202734],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00003654039,0.0001030733,0.0002781806,0.001345049,0.00006416861,0.000001203964,0.005608172,0.00008822706,0.00005802229,0.00917566,0.00003472111,0.983207],"study_design_scores_gemma":[0.000952797,0.0001996451,0.5715087,0.0007359124,0.0004343289,0.00000922145,0.01559091,0.009042673,0.001094372,0.3974924,0.001339312,0.001599684],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9804267,0.00001762905,0.01708142,0.00003143539,0.0001907077,0.00185436,0.0001156671,0.00005102497,0.0002310215],"genre_scores_gemma":[0.858985,0.000001738668,0.1378523,0.00004234166,0.00005379417,0.001593857,0.0007987897,0.00003834784,0.0006337976],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9816073,"threshold_uncertainty_score":0.7840364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1061120568127173,"score_gpt":0.3928526033950006,"score_spread":0.2867405465822833,"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."}}