{"id":"W4322744846","doi":"10.31234/osf.io/c3jsf","title":"The visual world paradigm for indexing phonological and semantic lexical co-activation in children: A methodological overview","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Hearing Impairment and Communication","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Social Sciences and Humanities Research Council of Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Word (group theory); Set (abstract data type); Task (project management); Computer science; Phonology; Psychology; Natural language processing; Speech recognition; Linguistics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.008603505,0.001399563,0.00109593,0.003499916,0.001386339,0.002306094,0.002751772,0.0016885,0.007675267],"category_scores_gemma":[0.007048704,0.00145718,0.001372554,0.002772253,0.002031863,0.002525832,0.00247645,0.002974948,0.001941651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001407979,"about_ca_system_score_gemma":0.003022826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003924411,"about_ca_topic_score_gemma":0.006988633,"domain_scores_codex":[0.9955862,0.001538509,0.0005356637,0.001256383,0.0007848063,0.0002984661],"domain_scores_gemma":[0.997144,0.001036822,0.000328424,0.0005139746,0.0007594792,0.000217308],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002238874,0.002169653,0.04422199,0.01242959,0.0005296193,0.00294058,0.0114673,0.001504366,0.2558347,0.03920868,0.008531502,0.6189231],"study_design_scores_gemma":[0.001296096,0.01233883,0.3296236,0.005438106,0.001075865,0.01936846,0.01409815,0.01201753,0.1145819,0.0706126,0.4181926,0.001356215],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1252549,0.03056987,0.7701261,0.001210057,0.0008916632,0.0405635,0.00547915,0.001200684,0.02470404],"genre_scores_gemma":[0.0774015,0.008812538,0.799414,0.0007020071,0.0002834192,0.1036346,0.001326952,0.0006441755,0.007780936],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.008603505,"threshold_uncertainty_score":0.04550022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3855243133731873,"score_gpt":0.5006303494614543,"score_spread":0.115106036088267,"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."}}