{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003560561,0.0003105528,0.0002966767,0.001213156,0.05009583,0.01012072,0.002172715,0.004280374,0.00816932],"category_scores_gemma":[0.005815219,0.0003006955,0.0004618937,0.002214941,0.009276397,0.003691594,0.005167836,0.004563482,0.0002522161],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1715995,"about_ca_system_score_gemma":0.2391835,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9924223,"about_ca_topic_score_gemma":0.9967518,"domain_scores_codex":[0.9949989,0.001053861,0.0000811924,0.0002053608,0.000814023,0.002846552],"domain_scores_gemma":[0.9944326,0.0009878231,0.0002027288,0.00006952526,0.001675589,0.002631696],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007499644,0.00007540436,0.02887053,0.0003331715,0.00004212773,0.008866481,0.3910003,0.0009743511,0.0005497586,0.2205739,0.2634605,0.08517858],"study_design_scores_gemma":[0.000006480764,0.00001251513,0.0115361,0.0004032361,0.00001779455,0.0004780961,0.5863078,0.000170164,0.000164353,0.006424538,0.3944286,0.00005034026],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.2237521,0.02517389,0.001068309,0.5039912,0.002028188,0.0001866705,0.0008780006,0.00005131909,0.2428703],"genre_scores_gemma":[0.89989,0.01559841,0.0009326562,0.04175364,0.0002780566,0.00006980667,0.0001969768,0.00003666879,0.0412438],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1715995,"threshold_uncertainty_score":0.9608271,"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."}}