{"id":"W7116110806","doi":"10.82417/9ykf-5t75","title":"Advancing human digital twin","year":2025,"lang":"en","type":"other","venue":"Espace ÉTS (ETS)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Focus (optics); Key (lock); Sociotechnical system; Information technology; Software; Industry 4.0; Information system","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.009354918,0.0006770887,0.0006428114,0.002183215,0.001877637,0.01124457,0.001679082,0.003008225,0.01811347],"category_scores_gemma":[0.02197899,0.0003773768,0.0006767632,0.002632364,0.006060595,0.0197639,0.01275474,0.003736103,0.004478496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003543463,"about_ca_system_score_gemma":0.004891622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004275357,"about_ca_topic_score_gemma":0.003100976,"domain_scores_codex":[0.9945005,0.002804006,0.0001954665,0.0006520908,0.001603732,0.0002441765],"domain_scores_gemma":[0.9866838,0.007030191,0.0003857772,0.003016884,0.002119449,0.000763914],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003648446,0.00003129288,0.001150402,0.0001948505,0.00001164209,0.00008481774,0.00223476,0.001782345,0.0003832795,0.8194878,0.02153611,0.1530663],"study_design_scores_gemma":[0.000007675477,0.00003898271,0.0006346927,0.0003760089,0.00001235548,0.000228353,0.001874345,0.008030961,0.0009127937,0.4580211,0.5298333,0.00002938727],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.02392829,0.01384593,0.4316389,0.07280792,0.003514878,0.000193686,0.001173911,0.001643543,0.4512529],"genre_scores_gemma":[0.4915592,0.03428724,0.3249184,0.01142972,0.002901874,0.0005376702,0.002843908,0.001977494,0.1295445],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01811347,"threshold_uncertainty_score":0.06059557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007181847223348975,"score_gpt":0.2664323354191658,"score_spread":0.2592504881958169,"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."}}