{"id":"W41854919","doi":"10.58680/la20064914","title":"If at First You Don't Succeed…: A Closer Look at an Old Adage","year":2006,"lang":"en","type":"article","venue":"Language Arts","topic":"Literacy, Media, and Education","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Mathematics education; Pedagogy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001052399,0.0001693499,0.0001495744,0.00007109772,0.000443907,0.0001896728,0.0001364366,0.00005160931,0.01397824],"category_scores_gemma":[0.00001717414,0.0001428195,0.00007248284,0.00002856271,0.00009801496,0.0004371305,0.0000527936,0.00008157249,0.000963575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001005776,"about_ca_system_score_gemma":0.00001371215,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005751149,"about_ca_topic_score_gemma":0.05154142,"domain_scores_codex":[0.9989566,0.00002702901,0.0002112616,0.0002762231,0.0001935037,0.0003353942],"domain_scores_gemma":[0.9993413,0.00005648063,0.00007521025,0.0003761975,0.00004715142,0.0001036578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000331094,0.0002219231,0.01012061,0.00005805908,0.00001411922,0.00007741908,0.8864675,0.00000455638,0.0001632428,0.005037319,0.09706552,0.0007366146],"study_design_scores_gemma":[0.0005080156,0.00007835092,0.006151637,0.00004331081,0.00003853381,0.00001192705,0.04962383,0.0000509098,0.001489322,0.0004513993,0.9411835,0.0003692582],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9563503,0.0006955448,0.000001111334,0.0004912406,0.001164664,0.0001543129,0.00005318956,0.0001369606,0.04095271],"genre_scores_gemma":[0.8162603,0.000006893916,0.00003220735,0.0008799217,0.004004735,0.000022309,0.0004285318,0.00002739579,0.1783377],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.844118,"threshold_uncertainty_score":0.9998143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01208234381214269,"score_gpt":0.2251038146751976,"score_spread":0.2130214708630549,"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."}}