{"id":"W6913238349","doi":"10.5683/sp3/hnrqd1","title":"Digital Professionalism","year":2025,"lang":"en","type":"dataset","venue":"Borealis","topic":"Educational Leadership and Innovation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"South Health Campus; University of Calgary","funders":"","keywords":"Work (physics); Digital literacy; Key (lock)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008714629,0.001775892,0.0008638272,0.002470965,0.0006144392,0.001701545,0.00184914,0.001910667,0.05273838],"category_scores_gemma":[0.004634696,0.0004282944,0.001042773,0.002547681,0.0002999573,0.0008067368,0.001807902,0.001371085,0.06630032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001189923,"about_ca_system_score_gemma":0.001533121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0273717,"about_ca_topic_score_gemma":0.0695494,"domain_scores_codex":[0.9991431,0.0001820162,0.00008513989,0.0001831508,0.0002655561,0.000140896],"domain_scores_gemma":[0.9982205,0.0005922508,0.0001708585,0.0002908362,0.0004517779,0.0002736685],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001292312,0.00006503359,0.0014983,0.0005719232,0.00002650785,0.0000197567,0.00002772769,0.0003210834,0.00009144481,0.0004559124,0.9914889,0.005304155],"study_design_scores_gemma":[0.0006281566,0.00007365481,0.01119177,0.0003568983,0.00004920244,0.00006306358,0.0001329534,0.001923025,0.0006078521,0.002658692,0.982268,0.00004674347],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0005445412,0.00007311231,0.0001000437,0.00009437746,0.00003010806,0.0000321912,0.9969313,0.0004677621,0.001726469],"genre_scores_gemma":[0.001391769,0.00005221425,0.0004333419,0.0001001355,0.00001174475,0.0001694605,0.9955052,0.00006488967,0.002271112],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.05273838,"threshold_uncertainty_score":0.1764274,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05929625275716301,"score_gpt":0.3855594587986798,"score_spread":0.3262632060415168,"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."}}