{"id":"W4402622652","doi":"10.61959/wvfh3683e","title":"Considering Families in Canada’s Digital Transformation","year":2024,"lang":"en","type":"report","venue":"","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Central Missouri","keywords":"Transformation (genetics); Computer science; Geography; Genealogy; Biology; History; Genetics","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":[],"consensus_categories":[],"category_scores_codex":[0.0003165556,0.0002113242,0.0002812145,0.0004635488,0.00005414806,0.0001803299,0.0001459871,0.0002155925,0.00009437171],"category_scores_gemma":[0.0001085452,0.0001958283,0.00004089433,0.0005107044,0.00004887841,0.000520909,0.0001330339,0.0004700656,0.00008530542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001118706,"about_ca_system_score_gemma":0.003095346,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7650214,"about_ca_topic_score_gemma":0.9187866,"domain_scores_codex":[0.9986843,0.000001542813,0.0004514305,0.0002219127,0.0004066332,0.0002341097],"domain_scores_gemma":[0.9995994,0.00001595147,0.0001095204,0.00009744737,0.000174972,0.00000271637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001039317,0.00003948619,0.02207102,0.00437267,0.0002826365,0.0004075777,0.0004970662,0.0000201393,0.000006754301,0.5784942,0.1777401,0.2160579],"study_design_scores_gemma":[0.0001039325,9.499919e-7,0.002270396,0.0002575183,0.00002201454,0.000005275648,0.004287054,0.0001232495,0.00004894156,0.01698844,0.9754531,0.0004390828],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02474389,0.0001320843,0.0001174435,0.001171639,0.00150909,0.0002407862,0.000009230715,0.0001622794,0.9719136],"genre_scores_gemma":[0.9963012,0.00005845003,0.00004408616,0.000489774,0.0002377371,0.00004082269,0.0001999672,0.00002859487,0.002599312],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9715574,"threshold_uncertainty_score":0.7985646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03439083423723238,"score_gpt":0.2326438223475914,"score_spread":0.198252988110359,"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."}}