{"id":"W2098849717","doi":"10.1145/2556288.2557128","title":"Involving children in content control","year":2014,"lang":"en","type":"article","venue":"","topic":"Child Development and Digital Technology","field":"Social Sciences","cited_by":69,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Qualitative research; Content (measure theory); Exploratory research; Control (management); Content analysis; Psychology; Computer science; Simple (philosophy); Work (physics); Medical education; Developmental psychology; Medicine; Engineering; Artificial intelligence; Sociology; Mathematics; Social science","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":[0.0003360916,0.00004127503,0.00008539949,0.00006866637,0.00007350259,0.0000345528,0.0001335128,0.00005770261,0.0001034339],"category_scores_gemma":[0.0002703087,0.00003616569,0.00001883733,0.0001278711,0.00008781255,0.0001051037,0.00002200973,0.0000515182,0.00007472816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003894039,"about_ca_system_score_gemma":0.00003324962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001450123,"about_ca_topic_score_gemma":0.006721326,"domain_scores_codex":[0.9994738,0.00003415626,0.0001048338,0.0001022363,0.0001030084,0.0001820399],"domain_scores_gemma":[0.9997918,0.00007136884,0.00001949892,0.00006287036,0.00001768916,0.00003674989],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000001909829,0.00001333121,0.5006443,2.028018e-7,0.00000230604,2.376103e-7,0.0003679045,2.369539e-7,0.00001726939,0.4873464,0.0004518316,0.01115415],"study_design_scores_gemma":[0.001186441,0.00002271301,0.9454478,0.000009591419,0.000001761178,5.289481e-7,0.0008588442,0.00004345474,0.00009739146,0.03072249,0.02144286,0.0001661059],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6686786,0.00004127072,0.0004423991,0.003927647,0.00007400234,0.0001471362,2.86998e-7,0.0001410572,0.3265476],"genre_scores_gemma":[0.9969924,0.00001173915,0.0001168348,0.001144854,0.00004188966,0.000004335736,0.000001077221,0.000002477219,0.001684361],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4566239,"threshold_uncertainty_score":0.3750658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02307334765156382,"score_gpt":0.2504488936108042,"score_spread":0.2273755459592404,"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."}}