{"id":"W4416282516","doi":"10.2196/69525","title":"Evaluation of the ALIBIRD mHealth Platform for Care of Patients With Lung Cancer: Prospective Pilot Study","year":2025,"lang":"en","type":"article","venue":"JMIR Cancer","topic":"Cancer survivorship and care","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Agencia Estatal de Investigación; European Commission; European Regional Development Fund; Comunidad de Madrid","keywords":"mHealth; Digital health; Telemedicine; Health care; MEDLINE; Prospective cohort study","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":[],"consensus_categories":[],"category_scores_codex":[0.000221239,0.0001136894,0.0002807829,0.00006134059,0.00006522037,0.000003796488,0.00009077657,0.00002871605,0.00005094417],"category_scores_gemma":[0.00002448877,0.00007107248,0.00005348926,0.000369485,0.00004741682,0.00004640945,0.00002856318,0.00009138887,6.018397e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001017802,"about_ca_system_score_gemma":0.001597048,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005827728,"about_ca_topic_score_gemma":0.06594466,"domain_scores_codex":[0.998654,0.00003753433,0.0002281352,0.0002165249,0.0007202332,0.0001435704],"domain_scores_gemma":[0.997564,0.00002786488,0.0001899682,0.0002899467,0.001897178,0.00003110429],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002051476,0.0003885467,0.9626758,0.0008414509,0.0002730508,4.34026e-8,0.007975275,0.00006935454,0.00001719279,0.00005795573,0.0004257744,0.02522413],"study_design_scores_gemma":[0.007154176,0.001889228,0.9833042,0.0006481201,0.001141415,3.346095e-8,0.00422944,0.0001482904,0.0009962791,0.0000385701,0.0003752786,0.00007496066],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882776,0.002187024,0.0000133554,0.0001587009,0.0005455138,0.007329536,0.0002414666,0.00001365249,0.001233118],"genre_scores_gemma":[0.9957122,0.00002201469,0.000006660592,0.0001201228,0.00006812775,0.003859205,0.00001170935,0.00001656786,0.0001833886],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06011692,"threshold_uncertainty_score":0.9510994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03240184377959336,"score_gpt":0.3823737662425141,"score_spread":0.3499719224629207,"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."}}