{"id":"W4323364178","doi":"10.31235/osf.io/kqmw8","title":"The Power of Prediction: Assessing the Impact of Initial-Letter Guessing Strategies on Phrasal Verb Retention","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Second Language Acquisition and Learning","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Verb; Linguistics; Psychology; Cued recall; Recall; Mainstream; Test (biology); Computer science; Natural language processing; Artificial intelligence; Cognitive psychology; Free recall","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001005035,0.0002151221,0.0002786893,0.0001376937,0.0002116025,0.0002558662,0.000320314,0.0002861142,0.01551787],"category_scores_gemma":[0.00008881058,0.000115814,0.0003558393,0.0001531554,0.0002022495,0.0001180643,0.0001470916,0.0008911798,0.00006887357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005177568,"about_ca_system_score_gemma":0.0001233384,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005173556,"about_ca_topic_score_gemma":0.000005502288,"domain_scores_codex":[0.997983,0.0006193984,0.0005460232,0.0003176572,0.0002944967,0.0002393767],"domain_scores_gemma":[0.9979104,0.0006261307,0.0005614741,0.0007405585,0.000132656,0.00002875256],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.002279954,0.001391414,0.01142284,0.0008172105,0.01154487,0.00049911,0.1705307,0.03277525,0.02138844,0.04429144,0.6450493,0.05800951],"study_design_scores_gemma":[0.001250669,0.0006434818,0.8800294,0.001083947,0.0002196151,0.00004361434,0.1083397,0.001353807,0.0007431059,0.00460555,0.001172662,0.0005144145],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8434173,0.0007277437,0.001940105,0.0009418934,0.00360556,0.0003521498,0.00005529409,0.0001826718,0.1487772],"genre_scores_gemma":[0.9973198,0.000007071559,0.00003627231,0.0005703281,0.0005365005,0.00002431093,0.00009694653,0.00003789023,0.001370852],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8686066,"threshold_uncertainty_score":0.9853821,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06501242253938584,"score_gpt":0.434199990479227,"score_spread":0.3691875679398411,"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."}}