{"id":"W4400219282","doi":"10.2196/54146","title":"Perception and Attitude of Specialist Nurses, Patients and their Families on Internet + Nursing Service in Yunnan Provence: A Mixed-method Study (Preprint)","year":2023,"lang":"en","type":"article","venue":"JMIR Nursing","topic":"Healthcare Systems and Reforms","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Perception; Service (business); Psychology; Nursing science; The Internet; Nursing; Medicine; Computer science; Business; World Wide Web; Marketing","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":[0.0005858244,0.000151008,0.000392552,0.0003790101,0.0000709102,0.00004767726,0.0000935461,0.00009741796,0.00000768429],"category_scores_gemma":[0.00002964374,0.0001314081,0.0000329148,0.0003813205,0.00005890997,0.0001490293,0.00003064853,0.0001602738,0.0000192278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002337579,"about_ca_system_score_gemma":0.0000133138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002192937,"about_ca_topic_score_gemma":0.0002978825,"domain_scores_codex":[0.998664,0.00005931789,0.0005610897,0.0004234342,0.0000511183,0.0002410943],"domain_scores_gemma":[0.9994673,0.00002656541,0.0002191537,0.0001877051,0.00003473686,0.00006454647],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005740611,0.0006040189,0.5626515,0.0001934531,0.00001328353,0.000001371622,0.09013156,0.00001973844,0.00005069417,0.001388507,0.0000703522,0.3448181],"study_design_scores_gemma":[0.0006419255,0.0003054669,0.967451,0.0008367657,0.000001115511,0.000001962357,0.02728422,0.001439858,0.0000189342,0.0016799,0.0001958787,0.0001430177],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958053,0.00007713698,0.00007323967,0.0003271446,0.0007405099,0.0009931948,0.00003177375,0.00003084089,0.00192083],"genre_scores_gemma":[0.9995591,0.00003820621,0.0001058547,0.00003709338,0.00007124251,0.00003059064,0.000011709,0.00002073545,0.0001254643],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4047994,"threshold_uncertainty_score":0.5358665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03300530049379367,"score_gpt":0.3217704313492233,"score_spread":0.2887651308554297,"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."}}