{"id":"W2559927057","doi":"10.1177/0963721416661173","title":"What a Simple Letter-Detection Task Can Tell Us About Cognitive Processes in Reading","year":2016,"lang":"en","type":"article","venue":"Current Directions in Psychological Science","topic":"Reading and Literacy Development","field":"Psychology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Moncton; Dalhousie University","funders":"","keywords":"Psychology; Cognitive psychology; Reading (process); Cognition; Set (abstract data type); Phrase; Active listening; Task (project management); Cognitive science; Linguistics; Computer science; Natural language processing; Communication","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005671151,0.0008639687,0.001407926,0.001967697,0.0005789793,0.003745481,0.001008545,0.003077211,0.004268202],"category_scores_gemma":[0.03723263,0.0007697549,0.0009529859,0.001254687,0.003310863,0.01491195,0.001103276,0.002176813,0.001894806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004909517,"about_ca_system_score_gemma":0.0009105128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001278578,"about_ca_topic_score_gemma":0.001482309,"domain_scores_codex":[0.9983358,0.000585087,0.0001616137,0.0004295246,0.000410889,0.00007704231],"domain_scores_gemma":[0.9533199,0.03787709,0.004038408,0.002302359,0.001979576,0.000482675],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002428934,0.0007390818,0.08569983,0.01729355,0.001071843,0.0009404713,0.007661964,0.001132789,0.05678168,0.03591463,0.01201092,0.7783243],"study_design_scores_gemma":[0.0001884657,0.002690146,0.4741799,0.006009993,0.001379351,0.004799883,0.004463784,0.002768733,0.03874874,0.3895475,0.07454467,0.0006787799],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4196121,0.3819789,0.09153868,0.03027582,0.00372351,0.0004223315,0.004347543,0.0009372176,0.067164],"genre_scores_gemma":[0.796173,0.1292274,0.04829666,0.01063043,0.005863094,0.0004256066,0.002333473,0.0003611193,0.006689137],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005671151,"threshold_uncertainty_score":0.02999222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04924068912193554,"score_gpt":0.4089038296772822,"score_spread":0.3596631405553467,"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."}}