{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001335968,0.0002093344,0.0003440299,0.0005195562,0.0007998038,0.0001403781,0.0006979564,0.0001032519,0.001105024],"category_scores_gemma":[0.0001228625,0.000206221,0.00005165375,0.001813862,0.0002438576,0.000970495,0.0004411518,0.000359906,0.00008383203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002693819,"about_ca_system_score_gemma":0.001460657,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01422302,"about_ca_topic_score_gemma":0.0001553583,"domain_scores_codex":[0.9968267,0.00001629551,0.0005467465,0.0005334131,0.001671328,0.000405498],"domain_scores_gemma":[0.9984873,0.00003572605,0.0008347774,0.0003571984,0.0002569789,0.00002801587],"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":[0.00009359822,0.0001086834,0.00008390556,0.0008497606,0.000005218656,7.56291e-7,0.002895962,4.098029e-7,0.00006038125,0.002155535,0.9918939,0.001851836],"study_design_scores_gemma":[0.0002846468,0.0001099005,0.0002494876,0.0001060353,0.000003882297,3.051301e-7,0.01510354,0.00001677414,0.00002779197,0.000224238,0.9836796,0.0001937998],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.1624744,0.000208664,2.286152e-7,0.004214444,0.8241659,0.0007192598,0.00003187143,0.00008905247,0.008096105],"genre_scores_gemma":[0.03159788,0.0001965365,0.00003720086,0.006391171,0.9591957,0.0003009418,0.001499207,0.00004713297,0.0007342893],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1350297,"threshold_uncertainty_score":0.9998081,"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."}}