{"id":"W3021284821","doi":"10.3968/11538","title":"The Impact of Information Challenges and Social Networks","year":2020,"lang":"en","type":"article","venue":"Canadian social science","topic":"Educational Challenges and Innovations","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"The Internet; Internet privacy; Sociology; Criminology; Public relations; Social psychology; Environmental ethics; Psychology; Political science; Computer science; Philosophy; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002769902,0.00004291691,0.00004961771,0.00004779668,0.0009330153,0.0001340227,0.0005060366,0.00002746429,0.00000207055],"category_scores_gemma":[0.0000514498,0.00003272796,0.00002307216,0.0005387025,0.0003074563,0.0007469886,0.00005462186,0.00006812259,0.000002262976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001031688,"about_ca_system_score_gemma":0.0007503001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001002097,"about_ca_topic_score_gemma":0.0007191198,"domain_scores_codex":[0.9994397,0.00001273873,0.0001025445,0.00008874989,0.0001516584,0.0002046443],"domain_scores_gemma":[0.9995266,0.0000292975,0.00006102293,0.00005846834,0.000193491,0.0001311418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[4.592873e-7,0.000001501363,0.000122404,0.000002029742,0.000002821289,7.070756e-8,0.01336204,0.000004736023,0.00001164018,0.8873842,0.001082846,0.09802523],"study_design_scores_gemma":[0.0003818346,0.0002850544,0.7949384,0.00001084281,0.00000661454,0.000005351055,0.02486225,0.05696422,0.00004120652,0.01961485,0.1023205,0.0005689489],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.09832694,0.003969036,0.02256989,0.5781049,0.001150423,0.0007337136,0.0000508872,0.0001391917,0.2949551],"genre_scores_gemma":[0.9990971,0.0001063252,0.000103656,0.0005432036,0.0001422913,0.000002999945,9.498648e-7,0.000001027408,0.000002464231],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9007701,"threshold_uncertainty_score":0.7176093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04202294253471184,"score_gpt":0.2870558541813679,"score_spread":0.245032911646656,"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."}}