{"id":"W4309442882","doi":"10.2196/43820","title":"Real Life Experiences as Head of Science","year":2022,"lang":"en","type":"editorial","venue":"JMIR Mental Health","topic":"Service and Product Innovation","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Digital health; Unicorn; Psychological intervention; Business model; Health care; Engineering ethics; Field (mathematics); Business; Public relations; Knowledge management; Sociology; Computer science; Political science; Marketing; Medicine; Engineering; Nursing","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":[0.02750917,0.001759548,0.001762168,0.002420959,0.01044407,0.02436732,0.003527851,0.03132512,0.01640716],"category_scores_gemma":[0.1353606,0.0009511984,0.001996933,0.001472298,0.01400973,0.01839106,0.009053207,0.06044707,0.007994153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006690699,"about_ca_system_score_gemma":0.00761576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002071225,"about_ca_topic_score_gemma":0.006286374,"domain_scores_codex":[0.9625807,0.02070764,0.002092553,0.002203168,0.01014143,0.002274459],"domain_scores_gemma":[0.8704161,0.09720569,0.003624035,0.003647246,0.01125459,0.0138523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001560844,0.00001593715,0.00005012995,0.0002354138,0.00001707428,0.0004126485,0.002850399,0.00002171464,0.00004849355,0.00485422,0.985502,0.00597622],"study_design_scores_gemma":[0.000009781391,0.0000127407,0.00006275096,0.0004044422,0.000008018307,0.0002315628,0.002166473,0.00001668265,0.00003571819,0.001956384,0.9950784,0.00001691419],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0003236771,0.01726094,0.0002955498,0.5165187,0.456552,0.0000174276,0.00004916542,0.00007236932,0.008910285],"genre_scores_gemma":[0.01077796,0.02242313,0.0003960916,0.4892733,0.4566638,0.00009622226,0.00006407443,0.0002328322,0.02007261],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.03132512,"threshold_uncertainty_score":0.1454841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02236201303355797,"score_gpt":0.3485670410880192,"score_spread":0.3262050280544613,"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."}}