{"id":"W4206289148","doi":"10.46692/9781847425737.010","title":"Social alarms: international comparisons","year":2022,"lang":"en","type":"other","venue":"","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002268506,0.0003695991,0.0002381238,0.00661482,0.001629745,0.006566753,0.0005011819,0.0006924612,0.03356826],"category_scores_gemma":[0.006597218,0.0001138543,0.0003042015,0.01391187,0.001902456,0.004657262,0.002825008,0.001205833,0.002961602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002589408,"about_ca_system_score_gemma":0.00208555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006818812,"about_ca_topic_score_gemma":0.007718198,"domain_scores_codex":[0.9980914,0.0005594047,0.0001303857,0.0001925055,0.0005165962,0.0005096521],"domain_scores_gemma":[0.9958407,0.00145796,0.0008584179,0.0001678121,0.001180183,0.0004948754],"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":[0.0004107761,0.000114728,0.02951992,0.002171729,0.00008487401,0.0005754,0.03534485,0.0002563159,0.0002854519,0.4418493,0.2330403,0.2563465],"study_design_scores_gemma":[0.00001796799,0.0000850396,0.1176521,0.001989511,0.0000400575,0.0003169147,0.05223796,0.00006960085,0.0001505074,0.01270774,0.814712,0.00002061215],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05230684,0.04463843,0.000333941,0.02086338,0.001749346,0.00003811546,0.0029582,0.00005233255,0.8770593],"genre_scores_gemma":[0.8401026,0.07431129,0.0009047103,0.006016502,0.002562515,0.0001704133,0.004169833,0.0002570922,0.07150515],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03356826,"threshold_uncertainty_score":0.112297,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4125017684308283,"score_gpt":0.5039964773946042,"score_spread":0.09149470896377587,"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."}}