{"id":"W4389974862","doi":"10.29173/iasl8758","title":"Social Media: Rewired for Good?","year":2023,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Web and Library Services","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Social media; Presentation (obstetrics); Balance (ability); Sociology; Social life; Mimicry; Computer science; Data science; World Wide Web; Internet privacy; Psychology; Social science; Biology; Ecology","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":[0.02078721,0.001230311,0.0009555257,0.004787829,0.009543723,0.04231429,0.00248615,0.01314595,0.02484391],"category_scores_gemma":[0.04708369,0.0006102374,0.0007245046,0.003012073,0.02779046,0.07451806,0.01344513,0.01537722,0.007699092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005727427,"about_ca_system_score_gemma":0.005980616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002593947,"about_ca_topic_score_gemma":0.005086879,"domain_scores_codex":[0.9832687,0.009233193,0.0006739871,0.001165249,0.00407409,0.00158482],"domain_scores_gemma":[0.9643538,0.02022413,0.001402398,0.003522912,0.005464043,0.005032733],"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":[0.00007946269,0.00003962254,0.0006792655,0.0005922015,0.00002712034,0.0002538663,0.0132165,0.00009245708,0.0002946891,0.3776963,0.4915115,0.1155171],"study_design_scores_gemma":[0.000008288509,0.00002058791,0.0003139904,0.0006547025,0.00001158144,0.0001525803,0.0133882,0.0001158439,0.0002403691,0.127072,0.8579885,0.00003346353],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.001483766,0.01003912,0.002029204,0.9126748,0.02137455,0.00002336239,0.00007513101,0.0002075067,0.05209254],"genre_scores_gemma":[0.2578764,0.04043099,0.005747851,0.4968648,0.07697856,0.0003082672,0.0002972093,0.001445215,0.1200506],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04231429,"threshold_uncertainty_score":0.1099346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04241222725597617,"score_gpt":0.2677202891210516,"score_spread":0.2253080618650754,"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."}}