{"id":"W4401688422","doi":"10.2196/preprints.53258","title":"Newly Qualified Canadian Nurses’ Experiences With Digital Health in the Workplace: Comparative Qualitative Analysis (Preprint)","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Healthcare Systems and Public Health","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Digital health; Nursing; Qualitative research; Health care; eHealth; Preprint; Exploratory research; Psychology; Medical education; Medicine; Sociology; Political science; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.005409464,0.0005442475,0.002031925,0.00144553,0.000280691,0.0003330536,0.0005394599,0.0003884926,0.0002924665],"category_scores_gemma":[0.0003128279,0.000327562,0.0002854793,0.003091976,0.000242709,0.0001434042,0.0001086377,0.001710588,0.0001302102],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001321853,"about_ca_system_score_gemma":0.0185733,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8942344,"about_ca_topic_score_gemma":0.9186167,"domain_scores_codex":[0.992884,0.002211291,0.001527002,0.001208531,0.0009787319,0.001190383],"domain_scores_gemma":[0.9952312,0.001105915,0.0005658652,0.001311293,0.0003762032,0.00140949],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001236878,0.0001159806,0.01435947,0.0004363291,0.0007162382,0.00006573239,0.9628315,0.0003326509,2.039823e-8,0.001772154,0.01790952,0.001336751],"study_design_scores_gemma":[0.0005924295,0.0004176882,0.03194258,0.0006709817,0.00006494264,0.00001932168,0.9569175,0.0006944975,3.683399e-7,0.0001936645,0.008120163,0.0003658345],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7365298,0.0004988537,0.002832663,0.2161656,0.0008197865,0.007634386,0.0005899394,0.0003019583,0.03462698],"genre_scores_gemma":[0.9883684,0.00004054391,0.0003966342,0.004045136,0.0002079549,0.001009161,0.0009737875,0.00003913784,0.00491927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2518386,"threshold_uncertainty_score":0.9999176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1460065454879843,"score_gpt":0.4767026413123527,"score_spread":0.3306960958243683,"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."}}