{"id":"W2555267768","doi":"10.29173/iasl7635","title":"Profiling the Reading Habits of Children in Singapore","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Educational Methods and Media Use","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reading (process); Profiling (computer programming); Psychology; The Internet; Developmental psychology; Mathematics education; Computer science; Linguistics; World Wide Web","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":[0.0003061952,0.0002171884,0.0001973255,0.001040257,0.0003251381,0.0004924064,0.0001495556,0.0002565472,0.001316509],"category_scores_gemma":[0.0009415474,0.0001781306,0.0002514892,0.0008422752,0.0002203207,0.0003358912,0.0004049136,0.0002729709,0.0004191397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003389348,"about_ca_system_score_gemma":0.0002988427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008018462,"about_ca_topic_score_gemma":0.01932612,"domain_scores_codex":[0.9997098,0.0000651763,0.00006044008,0.00004582053,0.00007272688,0.00004602979],"domain_scores_gemma":[0.9992669,0.00009962427,0.0003453313,0.00003591516,0.0001080758,0.0001441873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001728163,0.00001788933,0.9941822,0.00002120912,0.00001149084,0.0001733464,0.001475189,0.00001432838,0.0005771858,0.00001209025,0.00007830933,0.003419432],"study_design_scores_gemma":[3.123182e-7,0.00005197112,0.9982469,0.00000410262,0.000004685768,0.0002032791,0.001197081,0.0000198369,0.00007346591,0.000005269526,0.0001912902,0.000001943776],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993285,0.00005374309,0.00001684631,0.00001536272,8.275459e-7,0.000003288187,0.000170303,0.000002106934,0.0004091375],"genre_scores_gemma":[0.9989359,0.0001348319,0.000088906,0.00001420174,0.00000143137,0.000008140175,0.0002828927,0.000001896656,0.000531803],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008018462,"threshold_uncertainty_score":0.01594359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03078360068654082,"score_gpt":0.2984031968668125,"score_spread":0.2676195961802716,"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."}}