{"id":"W4282930612","doi":"10.18122/literacy.116.boisestate","title":"Coding Protocol","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Cognitive and developmental aspects of mathematical skills","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Education and Early Childhood Development","funders":"National Science Foundation","keywords":"Literacy; Protocol (science); Active listening; Psychology; Information literacy; Mathematics education; Computer science; Medical education; Pedagogy; Medicine; Communication","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.08072899,0.001731208,0.002433748,0.00861754,0.004427474,0.003655011,0.003062159,0.002798698,0.1774994],"category_scores_gemma":[0.2045626,0.002021692,0.002225111,0.00818025,0.002209088,0.003243325,0.004775565,0.005764606,0.0414359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005939591,"about_ca_system_score_gemma":0.0260074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006823163,"about_ca_topic_score_gemma":0.009236991,"domain_scores_codex":[0.9410505,0.02933407,0.01794627,0.003572448,0.006532816,0.001563859],"domain_scores_gemma":[0.7792718,0.07341848,0.01136831,0.02967669,0.1031847,0.003080202],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002451735,0.0005325042,0.002132192,0.02429472,0.000119695,0.0008356152,0.03597773,0.001661376,0.002558301,0.04299551,0.5265719,0.3598687],"study_design_scores_gemma":[0.001297039,0.000441218,0.004887708,0.01119297,0.00009321618,0.0002384712,0.01776104,0.001611471,0.001998137,0.03804325,0.9222232,0.000212248],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.006506498,0.001198099,0.1053898,0.00459992,0.00343385,0.761255,0.08800589,0.001586414,0.02802453],"genre_scores_gemma":[0.00373278,0.0006316003,0.0846947,0.00107175,0.000170674,0.8908013,0.01056978,0.000240214,0.008087218],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.8225006,"threshold_uncertainty_score":0.5937947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08697851711029903,"score_gpt":0.3865601144409018,"score_spread":0.2995815973306027,"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."}}