{"id":"W7125528335","doi":"10.13016/m2xxyg-hsck","title":"Project LINQ","year":2025,"lang":"en","type":"article","venue":"Maryland Shared Open Access Repository (USMAI Consortium)","topic":"Technology Use by Older Adults","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"EPIC; Work (physics); Process (computing); Quarter (Canadian coin); Baseline (sea); Working group","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.02845738,0.000926632,0.0006363795,0.002137168,0.005021479,0.008606499,0.002862789,0.001846327,0.3247394],"category_scores_gemma":[0.04350468,0.0006151933,0.0007433638,0.002125865,0.002019311,0.004649736,0.0140243,0.002820753,0.1009208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006835178,"about_ca_system_score_gemma":0.02921433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01207122,"about_ca_topic_score_gemma":0.01692416,"domain_scores_codex":[0.9849676,0.008176823,0.0004973829,0.002061242,0.002899513,0.001397419],"domain_scores_gemma":[0.9698378,0.004315959,0.0006966694,0.004503812,0.01380381,0.006841919],"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":[0.0003885468,0.0003931013,0.00348729,0.0004004416,0.00002563692,0.0001306743,0.004576181,0.0002294622,0.00069004,0.03662565,0.710704,0.242349],"study_design_scores_gemma":[0.0000730928,0.00008780108,0.001053988,0.0001859814,0.000007381653,0.00005643457,0.002981052,0.0002613408,0.0003122437,0.005600739,0.9893665,0.00001328554],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02986029,0.001933353,0.1067041,0.08521988,0.01132529,0.01786617,0.03880276,0.01387495,0.6944131],"genre_scores_gemma":[0.1018285,0.001369091,0.1047865,0.0219875,0.000924243,0.02389115,0.02850331,0.007373933,0.7093358],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3247394,"threshold_uncertainty_score":0.9631773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05271739903524729,"score_gpt":0.4088549561070796,"score_spread":0.3561375570718323,"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."}}