{"id":"W4232459300","doi":"10.7202/003378ar","title":"Shadowing","year":2002,"lang":"en","type":"article","venue":"Meta Journal des traducteurs","topic":"Educational and Psychological Assessments","field":"Psychology","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Interpretation (philosophy); Variety (cybernetics); Bridge (graph theory); Neuropsychology; Cognition; Computer science; Cognitive psychology; Psychology; Cognitive science; Artificial intelligence","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":[0.0003709364,0.0001531087,0.000228064,0.00009938051,0.0002351312,0.00008752899,0.000297465,0.00006290383,0.05506888],"category_scores_gemma":[0.00003885173,0.000105742,0.0002714798,0.0002446488,0.0001019155,0.0001799032,0.0000102892,0.0004163742,0.001574163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002733819,"about_ca_system_score_gemma":0.000005033857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006384368,"about_ca_topic_score_gemma":7.715751e-7,"domain_scores_codex":[0.998652,0.0002378243,0.0003043516,0.0002212942,0.000230946,0.0003535294],"domain_scores_gemma":[0.9993231,0.0001104995,0.0001031116,0.0001847857,0.00006200588,0.0002164527],"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":[0.00005026928,0.002314278,0.03122131,0.00001438656,0.003981548,0.0004232585,0.002871664,0.00001330019,0.0008462071,0.05089233,0.1588812,0.7484903],"study_design_scores_gemma":[0.0007785913,0.0002962936,0.3158995,0.00001508465,0.0006270385,0.00317344,0.0003139758,0.000007628974,0.00003443558,0.06957506,0.6089231,0.0003557918],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7774513,0.08869725,0.002959262,0.006847326,0.005795766,0.000151066,0.0000092215,0.00009524588,0.1179936],"genre_scores_gemma":[0.9538295,0.002643372,0.003443224,0.002063171,0.001055698,0.00002724198,0.000002686582,0.00003036386,0.03690472],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7481344,"threshold_uncertainty_score":0.9992032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1633913787320503,"score_gpt":0.374556544999899,"score_spread":0.2111651662678487,"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."}}