{"id":"W4313146552","doi":"10.2196/41179","title":"Paradigmatic Approach to Support Personalized Counseling With Digital Health (iKNOW)","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"BRCA gene mutations in cancer","field":"Biochemistry, Genetics and Molecular Biology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Gemeinsame Bundesausschuss","keywords":"Operationalization; Genetic counseling; Computer science; Formative assessment; Digital health; Personalized medicine; Health care; Informed consent; Medical education; Medicine; Psychology; Bioinformatics; Alternative medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.02319485,0.001014337,0.0005044973,0.00211681,0.003255187,0.009707202,0.003844271,0.00525463,0.01211884],"category_scores_gemma":[0.02275895,0.0008480868,0.001342344,0.001282763,0.01020911,0.01150286,0.01076597,0.004569797,0.003831781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003982847,"about_ca_system_score_gemma":0.008512184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0021443,"about_ca_topic_score_gemma":0.00181337,"domain_scores_codex":[0.9769502,0.01566416,0.001262477,0.002262898,0.002910931,0.000949364],"domain_scores_gemma":[0.9831202,0.009524687,0.001094427,0.002541882,0.002305952,0.001412875],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005944046,0.0001131312,0.0006220069,0.0003463504,0.00002003281,0.0001879278,0.005827077,0.001176605,0.001303585,0.9456657,0.004361387,0.04031665],"study_design_scores_gemma":[0.0001289582,0.0002323545,0.0005277542,0.0006705145,0.00007886067,0.0006569389,0.003869124,0.0125777,0.002847113,0.6808104,0.2975102,0.00009012667],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008349125,0.0006556654,0.8477542,0.01895456,0.0004502501,0.001321998,0.000236307,0.00132437,0.1209536],"genre_scores_gemma":[0.1974528,0.0007887202,0.7786246,0.004890941,0.0001952968,0.002873187,0.0003150025,0.000257251,0.01460215],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02319485,"threshold_uncertainty_score":0.1226676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04551467524658817,"score_gpt":0.3856392801931665,"score_spread":0.3401246049465783,"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."}}