{"id":"W4308917839","doi":"10.1097/tld.0000000000000293","title":"Incidental Word Learning Through Multiple Media","year":2022,"lang":"en","type":"article","venue":"Topics in Language Disorders","topic":"Child Development and Digital Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"","keywords":"Word learning; Psychology; Affordance; Word (group theory); Isolation (microbiology); Mechanism (biology); Cognitive psychology; Computer science; Linguistics; Vocabulary","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":[0.0002035506,0.00006153408,0.00008554039,0.00007765715,0.0003386145,0.00002376072,0.0002517137,0.00004398634,0.0008200954],"category_scores_gemma":[0.0004948059,0.00007156069,0.00003209598,0.0003686133,0.0001132787,0.0001214002,0.0002008882,0.0002802943,0.00001585392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001190148,"about_ca_system_score_gemma":0.0000532521,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003898457,"about_ca_topic_score_gemma":0.03046266,"domain_scores_codex":[0.9991794,0.00007628381,0.0001170373,0.0001500766,0.0002430625,0.0002341681],"domain_scores_gemma":[0.9997512,0.0001047652,0.00003453956,0.00008231327,0.000005437483,0.00002180681],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001739077,0.0001238588,0.4219277,0.000004423059,0.000008565184,0.00004808456,0.3469803,0.00009547461,0.00001326913,0.06355071,0.0006771538,0.1665531],"study_design_scores_gemma":[0.0009214962,0.00002983101,0.03429232,0.000006018437,0.000002985363,0.00000158704,0.5101146,0.00004068004,0.0000287038,0.02629616,0.4279424,0.0003232901],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8791838,0.0003757532,0.0000266799,0.001321493,0.0003170538,0.000118081,0.000002178119,0.0001365808,0.1185184],"genre_scores_gemma":[0.9967666,0.00005809705,0.000214175,0.0002149037,0.0000600729,0.0000264521,0.00002648894,0.000007216249,0.00262599],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4272653,"threshold_uncertainty_score":0.9872289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01316033888980193,"score_gpt":0.2852872511193258,"score_spread":0.2721269122295239,"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."}}