{"id":"W3020033765","doi":"10.1044/2020_lshss-19-00076","title":"“Undating” and “Quarter Ponies”: Comparing the Use of Derived Words and Compounds Across Discourse Types and Age Groups","year":2020,"lang":"en","type":"article","venue":"Language Speech and Hearing Services in Schools","topic":"Reading and Literacy Development","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Dalhousie University","funders":"","keywords":"Morpheme; Vocabulary; Linguistics; Narrative; Psychology; Developmental psychology","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":[0.0002244466,0.0001492993,0.0002841453,0.0000371595,0.0001249806,0.0003135501,0.00009842188,0.00006338166,0.00001600719],"category_scores_gemma":[0.00001683134,0.0001122632,0.00001416966,0.0001100205,0.0001122676,0.0002041369,0.0001999044,0.0002826223,0.000002380598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006904886,"about_ca_system_score_gemma":0.000005373247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001638473,"about_ca_topic_score_gemma":0.0008555019,"domain_scores_codex":[0.9990312,0.00007752725,0.0002463598,0.0003012101,0.00009458899,0.0002491075],"domain_scores_gemma":[0.9994944,0.0001402192,0.00007830119,0.0001655849,0.00001333271,0.0001081003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001307172,0.00002342743,0.7008997,0.0002789208,0.00005922853,0.00007806974,0.2832832,0.000002335016,0.002853485,0.000165975,0.00003964228,0.01218536],"study_design_scores_gemma":[0.001002229,0.00007515251,0.9405141,0.00030516,0.00001930007,0.00005964658,0.0565387,0.0006302474,0.0001826338,0.00007760883,0.000404342,0.0001908661],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970922,0.001677668,0.00001447089,0.0006659823,0.00005945891,0.0001655001,0.000009466169,0.00002663292,0.0002886352],"genre_scores_gemma":[0.9972453,0.00007294592,0.001850464,0.0006620904,0.00006227839,0.000007674177,0.00001188086,0.00001372544,0.00007369215],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2396145,"threshold_uncertainty_score":0.457796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03971179094443921,"score_gpt":0.3353041076858666,"score_spread":0.2955923167414274,"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."}}