{"id":"W2980377078","doi":"10.1002/pra2.121","title":"The false trade‐off of relevance for safety in children's search systems","year":2019,"lang":"en","type":"article","venue":"Proceedings of the Association for Information Science and Technology","topic":"Library Science and Administration","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Relevance (law); The Internet; Quality (philosophy); Child safety; Psychology; Internet privacy; Public relations; Computer science; Political science; World Wide Web; Engineering","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.004428198,0.00004430858,0.0001025505,0.0002098871,0.0005938397,0.0001408258,0.0005872176,0.00009598536,3.412254e-7],"category_scores_gemma":[0.00270831,0.00002941786,0.00002612223,0.001702818,0.0004702665,0.003048284,0.0000506479,0.00006955713,8.862589e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001215765,"about_ca_system_score_gemma":0.0003093302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002561157,"about_ca_topic_score_gemma":0.000009330882,"domain_scores_codex":[0.9987792,0.000005833264,0.000336908,0.00009508135,0.000554398,0.0002285643],"domain_scores_gemma":[0.9985184,0.0002097796,0.0005164966,0.0000621619,0.000673387,0.00001975089],"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":[0.00001304203,0.000006936505,0.2235404,0.00002153239,0.00000324313,3.048775e-10,0.001722304,0.000007827779,0.0009277004,0.767559,0.0001823559,0.006015632],"study_design_scores_gemma":[0.003187668,0.0007803537,0.3819418,0.0002431542,0.00003276171,0.000003298566,0.1061241,0.008612398,0.05842257,0.06022611,0.3799021,0.0005236397],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9795949,0.00004237544,0.00001364151,0.01306426,0.0002035111,0.001635763,0.00002460258,0.00002444917,0.005396528],"genre_scores_gemma":[0.9994395,0.0001193424,0.00008138334,0.00003807403,0.00001268665,0.00003718707,0.00000113923,0.00000132189,0.0002693402],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7073329,"threshold_uncertainty_score":0.4567395,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008537508951294313,"score_gpt":0.2618185253395447,"score_spread":0.2532810163882504,"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."}}