{"id":"W4411618396","doi":"10.51847/kwbksvxn6m","title":"10.51847/KwBKsvXn6M","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Competency Development and Evaluation","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Perception; Psychology; Knowledge management; Applied psychology; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0001764799,0.0000849094,0.00009071881,0.00006544578,0.00005018519,0.00001559405,0.0001279695,0.00004496631,0.9996194],"category_scores_gemma":[0.00001168962,0.00008554776,0.00003063935,0.0001667937,0.00001082626,0.00004054832,0.00001464871,0.00004964523,0.9983392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002283516,"about_ca_system_score_gemma":0.00001873736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001294039,"about_ca_topic_score_gemma":1.761725e-7,"domain_scores_codex":[0.9992945,0.00004514126,0.0001406705,0.0001859817,0.0001330163,0.0002006773],"domain_scores_gemma":[0.999644,0.00003045353,0.00001597698,0.0002130053,0.00002857646,0.00006796433],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007050214,0.00003291413,0.00000250076,7.619296e-7,0.00001429788,0.000002643445,0.000133448,0.0000085029,0.00002442245,0.000008313846,0.1378416,0.86186],"study_design_scores_gemma":[0.0002532862,0.00007103683,0.004555819,0.000004704157,0.00000907601,0.000004692934,0.00000204138,0.00004022973,0.000005532032,0.00001356257,0.9949181,0.0001218912],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007840484,0.00003789352,0.000001488723,0.0004264085,0.0000138727,0.0001509096,0.000001947137,0.00009011702,0.9914369],"genre_scores_gemma":[0.001676332,1.054712e-7,0.0001111554,0.0001055302,0.0001135784,0.00003401173,0.00002044914,0.00001329819,0.9979255],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8617381,"threshold_uncertainty_score":0.3488536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01671980660964457,"score_gpt":0.2507143876978932,"score_spread":0.2339945810882486,"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."}}