{"id":"W2936675639","doi":"10.1111/bjet.12788","title":"Academics' social media use over time is associated with individual, relational, cultural and political factors","year":2019,"lang":"en","type":"article","venue":"British Journal of Educational Technology","topic":"Impact of Technology on Adolescents","field":"Social Sciences","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Roads University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Nature versus nurture; Social media; Politics; Sociology; Social psychology; Public relations; Psychology; Political science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004078189,0.0001310545,0.000297463,0.0003282339,0.000415743,0.0001321363,0.0003884286,0.0007395018,0.0009148591],"category_scores_gemma":[0.004387429,0.000135831,0.0000658584,0.0004801924,0.001143464,0.0007167187,0.0000699349,0.0009759441,0.00002614921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003040299,"about_ca_system_score_gemma":0.0006135184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001097906,"about_ca_topic_score_gemma":0.00007949833,"domain_scores_codex":[0.9982426,0.0001027397,0.000368867,0.0001862617,0.0006469292,0.0004526159],"domain_scores_gemma":[0.9982341,0.0006330899,0.0004386935,0.00006709702,0.0004737985,0.000153199],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001986409,0.00022993,0.8370948,0.000002939965,0.0002002636,0.0000125358,0.001538491,2.26037e-7,0.00009791608,0.1219964,0.03808627,0.0007202973],"study_design_scores_gemma":[0.0008308691,0.0000688108,0.9666703,0.0001660668,0.00004916293,0.0003808901,0.002720541,0.00000124673,0.00004805297,0.02591168,0.002942377,0.0002100077],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9728755,0.0002721444,0.000001195723,0.02589182,0.0002283458,0.0001178879,0.00009309047,0.00004474111,0.0004752094],"genre_scores_gemma":[0.9979813,0.0001124329,0.0003732838,0.0004527309,0.0001867833,0.000001618083,0.00003161926,0.00001617365,0.0008441087],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1295755,"threshold_uncertainty_score":0.9999985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04262354656695473,"score_gpt":0.3297986144979181,"score_spread":0.2871750679309634,"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."}}