{"id":"W2893515028","doi":"10.53841/bpsecp.2018.35.4.51","title":"The training imperative","year":2018,"lang":"en","type":"article","venue":"Educational and Child Psychology","topic":"Educational and Psychological Assessments","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Water and Wastewater Association","funders":"","keywords":"Training (meteorology); Computer science; Geography","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":[0.009288364,0.0006398762,0.0003748503,0.0008808543,0.008961407,0.01017839,0.002227457,0.009555175,0.09661723],"category_scores_gemma":[0.02091554,0.0004241873,0.0003931068,0.0005833627,0.01159282,0.01087543,0.01231589,0.0151527,0.02611178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006122558,"about_ca_system_score_gemma":0.01700346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008754487,"about_ca_topic_score_gemma":0.01680074,"domain_scores_codex":[0.9906418,0.002566887,0.0002218294,0.001395534,0.002370863,0.002803188],"domain_scores_gemma":[0.9800265,0.00304693,0.0004971685,0.001188584,0.003776955,0.01146371],"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":[0.0000334135,0.00006763863,0.0005224099,0.0001076293,0.000004195725,0.0001326224,0.00305607,0.00006720128,0.0002384352,0.3125618,0.6342366,0.04897193],"study_design_scores_gemma":[0.000006188935,0.00002158073,0.0003378579,0.0001785551,0.000001397937,0.0001225179,0.001334318,0.0000437028,0.00004758933,0.02322786,0.9746705,0.000007842141],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002793293,0.002986367,0.002924615,0.6120537,0.01407099,0.00005049252,0.000110439,0.0001569476,0.3648532],"genre_scores_gemma":[0.08879965,0.002699697,0.003123965,0.352795,0.008417328,0.0001988096,0.0001851918,0.0003111157,0.5434694],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09661723,"threshold_uncertainty_score":0.3232168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06231166834861861,"score_gpt":0.4412230359360963,"score_spread":0.3789113675874777,"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."}}