{"id":"W3191077464","doi":"10.2196/26580","title":"Context and Complexity in Telemedicine Evaluation: Work Domain Analysis in a Surgical Setting","year":2021,"lang":"en","type":"article","venue":"JMIR Perioperative Medicine","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sociotechnical system; Telemedicine; Context (archaeology); Domain (mathematical analysis); Computer science; Health care; Key (lock); Work (physics); Management science; Data science; Knowledge management; Risk analysis (engineering); Process management; Medicine; Engineering; Computer security","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01726176,0.0007223685,0.0007772038,0.003999463,0.003018367,0.005525451,0.001290449,0.001775751,0.001634793],"category_scores_gemma":[0.04580995,0.0005926662,0.001191829,0.003389228,0.004888311,0.005460965,0.00422285,0.001923973,0.0001546595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007691307,"about_ca_system_score_gemma":0.004469409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01106278,"about_ca_topic_score_gemma":0.01185266,"domain_scores_codex":[0.9675839,0.02643996,0.001142634,0.001245431,0.002722332,0.0008657717],"domain_scores_gemma":[0.9231139,0.06675677,0.003431526,0.002383143,0.00327393,0.001040859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.001402992,0.00285495,0.2131277,0.003516256,0.0006232422,0.002823033,0.1359479,0.1605016,0.006049825,0.2451323,0.003232749,0.2247874],"study_design_scores_gemma":[0.000246865,0.001121102,0.1226874,0.002138238,0.0003420952,0.001224266,0.1879407,0.4790602,0.004528219,0.1814401,0.01895026,0.0003206306],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8012811,0.0009761088,0.181292,0.003586737,0.00004055531,0.0009428355,0.0003148579,0.00008669913,0.01147904],"genre_scores_gemma":[0.9537976,0.0002062792,0.04511467,0.0001130512,0.00001240893,0.0003812345,0.0001173772,0.00001839449,0.0002390476],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01726176,"threshold_uncertainty_score":0.09129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09269986878659388,"score_gpt":0.4277757241015412,"score_spread":0.3350758553149474,"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."}}