{"id":"W2794157583","doi":"10.1075/tilar.22.03ros","title":"Phonological categories and their manifestation in child phonology","year":2018,"lang":"en","type":"book-chapter","venue":"Trends in language acquisition research","topic":"Phonetics and Phonology Research","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Phonology; Linguistics; Psychology; History; Philosophy","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":[0.000239356,0.0001129299,0.0001249537,0.0004305713,0.0001591847,0.001673305,0.0002036913,0.0003217284,0.004575336],"category_scores_gemma":[0.001130878,0.0001466096,0.00006364097,0.0004489124,0.00164866,0.001252395,0.0007448374,0.0008344388,0.0004792228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003750912,"about_ca_system_score_gemma":0.0002151038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007836053,"about_ca_topic_score_gemma":0.001284092,"domain_scores_codex":[0.9998259,0.00004411558,0.000006697367,0.0000306573,0.00007536909,0.00001737621],"domain_scores_gemma":[0.999453,0.0003252055,0.00008040998,0.00003927568,0.00007131563,0.00003068541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009491924,0.0001208642,0.03801592,0.0004070873,0.00001751342,0.001225242,0.04725285,0.0009808227,0.05036348,0.5928922,0.007786395,0.2608427],"study_design_scores_gemma":[0.00001694909,0.0002128577,0.3190128,0.0005111345,0.00002171231,0.002123809,0.01216914,0.003462926,0.01045388,0.4619454,0.1899997,0.00006957049],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6644819,0.006274901,0.01409789,0.001897852,0.00006637655,0.00002561102,0.0003504047,0.0002043444,0.3126007],"genre_scores_gemma":[0.9817313,0.001206454,0.003109918,0.0001076328,0.00001486481,0.00002161836,0.0001101434,0.00004967386,0.01364842],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004575336,"threshold_uncertainty_score":0.01530606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07155044348112252,"score_gpt":0.40779442325604,"score_spread":0.3362439797749175,"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."}}