{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003996807,0.0003648491,0.0003658923,0.002846139,0.008357826,0.01075316,0.0008087488,0.002626436,0.007211512],"category_scores_gemma":[0.02025399,0.0002442568,0.0002709541,0.002230477,0.01139249,0.01271201,0.008927406,0.002689206,0.0005989447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003950222,"about_ca_system_score_gemma":0.003134085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005427602,"about_ca_topic_score_gemma":0.005803311,"domain_scores_codex":[0.9916341,0.004487153,0.0002006176,0.0005380975,0.002224332,0.0009157266],"domain_scores_gemma":[0.9697299,0.01978374,0.003826231,0.0008612605,0.00212677,0.003672023],"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":[0.00009799976,0.0001725203,0.02672494,0.0003785536,0.00007506869,0.002162101,0.05798038,0.001152906,0.0005328183,0.8278579,0.0173857,0.06547917],"study_design_scores_gemma":[0.00003646174,0.0001698936,0.02258044,0.0007656125,0.00003944808,0.002509977,0.1584264,0.001483733,0.0004572736,0.3910168,0.4223957,0.0001182391],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2887677,0.01320652,0.005154508,0.1011148,0.00132557,0.00009614439,0.0002743743,0.00004901713,0.5900114],"genre_scores_gemma":[0.9839409,0.004337783,0.000584852,0.002096707,0.0007689637,0.00004913132,0.0000387546,0.00002300552,0.008159828],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01075316,"threshold_uncertainty_score":0.02866101,"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."}}