{"id":"W4406323256","doi":"10.2139/ssrn.5091271","title":"Health Tailor: Your Personalized Health Companion","year":2025,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Computer science; Data science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00154921,0.001146907,0.00089613,0.001487074,0.0007876292,0.002969806,0.001035879,0.003240896,0.4083889],"category_scores_gemma":[0.006974467,0.0007317819,0.0006316518,0.001005394,0.0003052471,0.004162129,0.003859015,0.0022391,0.2335466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000340355,"about_ca_system_score_gemma":0.0006395116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006206314,"about_ca_topic_score_gemma":0.002588016,"domain_scores_codex":[0.9994301,0.0001203585,0.00003382929,0.00007119284,0.0002537298,0.00009063597],"domain_scores_gemma":[0.9946072,0.00165299,0.0002144746,0.001032364,0.0006071642,0.001885891],"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":[0.0001796896,0.0001021796,0.0005625624,0.00009620863,0.000008685399,0.00009626288,0.00006695775,0.00004883597,0.0005002834,0.0003941585,0.8993711,0.09857304],"study_design_scores_gemma":[0.0001278723,0.0001400831,0.002656275,0.0001324611,0.00002572123,0.0005571902,0.0001275245,0.001073658,0.00113514,0.003915876,0.9900504,0.00005779358],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"software","genre_scores_codex":[0.01216225,0.01349049,0.05651158,0.03545994,0.0184034,0.000860429,0.0348643,0.2486177,0.57963],"genre_scores_gemma":[0.02906752,0.005792635,0.01825405,0.02747179,0.009505467,0.0003312805,0.01969676,0.01608187,0.8737986],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.4083889,"threshold_uncertainty_score":0.8438614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03633865641556138,"score_gpt":0.4405038822326736,"score_spread":0.4041652258171122,"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."}}