{"id":"W4383619753","doi":"10.1007/978-3-031-32828-2_2","title":"Connected Citizens are Smart Citizens","year":2023,"lang":"en","type":"book-chapter","venue":"Studies in big data","topic":"Mental Health Research Topics","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Personality; Intrinsic motivation; Public relations; Psychology; Internet privacy; Social psychology; Computer science; Political science","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":[0.001299104,0.0004857046,0.000334959,0.0008640251,0.004059752,0.009944504,0.0006032354,0.003291485,0.02698694],"category_scores_gemma":[0.002569462,0.0002626317,0.0002521432,0.001701564,0.008859259,0.01252451,0.004849778,0.005292222,0.007677407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001875542,"about_ca_system_score_gemma":0.001929358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002522108,"about_ca_topic_score_gemma":0.008583448,"domain_scores_codex":[0.9990382,0.0004256186,0.00002017295,0.0001299437,0.0002315945,0.0001544742],"domain_scores_gemma":[0.9988258,0.0004975987,0.00008277871,0.0001289153,0.0001267755,0.0003380789],"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":[0.000008945943,0.00003107338,0.0004811691,0.00005854621,0.000006478315,0.00007898634,0.01232002,0.00003924876,0.0000800109,0.7342558,0.2190475,0.03359225],"study_design_scores_gemma":[0.0000036338,0.000009279162,0.0007762383,0.0001563124,0.000003761778,0.00006999943,0.01094742,0.00004358234,0.00006393896,0.169493,0.8184263,0.00000646838],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006632759,0.006833585,0.00261233,0.07008407,0.004010046,0.00004618693,0.000135552,0.0000712641,0.9095742],"genre_scores_gemma":[0.1091732,0.007721925,0.001595771,0.03904119,0.002149981,0.0001479751,0.0001818,0.0001776031,0.8398106],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02698694,"threshold_uncertainty_score":0.09028023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7165897454097653,"score_gpt":0.519073450401494,"score_spread":0.1975162950082713,"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."}}