{"id":"W2894667000","doi":"10.6000/2292-2598.2018.06.03.7","title":"Formation of the Future Teacher’s Readiness to Professional Activity in the Dual-Oriented Education Conditions","year":2018,"lang":"en","type":"article","venue":"Journal of Intellectual Disability - Diagnosis and Treatment","topic":"Educational Innovations and Challenges","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dual (grammatical number); Dual purpose; Professional development; Mathematics education; Psychology; Medical education; Pedagogy; Sociology; Medicine; Engineering; Art; Literature","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":[],"consensus_categories":[],"category_scores_codex":[0.0003549678,0.00008649159,0.0001234821,0.00007038043,0.0001715735,0.00003458529,0.0001972052,0.00003579345,0.0000359021],"category_scores_gemma":[0.0001771567,0.0000426903,0.00006347139,0.0005062949,0.0001277249,0.0003171242,0.00004256593,0.00009736756,0.000001770356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001998853,"about_ca_system_score_gemma":0.0002002505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000427183,"about_ca_topic_score_gemma":0.000368228,"domain_scores_codex":[0.999089,0.0001909818,0.0003113545,0.0001101636,0.0002155556,0.00008293991],"domain_scores_gemma":[0.9986784,0.0004907445,0.0001906022,0.0002317866,0.0003727242,0.0000357065],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002547758,0.04332409,0.1717793,0.0001110098,0.0002013098,0.000001292367,0.1943166,0.00005109933,0.001030002,0.1495524,0.05636064,0.3830176],"study_design_scores_gemma":[0.0003309006,0.001000171,0.9661991,0.0001535625,0.00002761169,0.00003679701,0.0155777,0.0002304337,0.005885549,0.004068803,0.00639378,0.00009561636],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9520975,0.0001175536,0.0005215436,0.04632888,0.0005372273,0.0002746225,0.000006977479,0.000002620888,0.0001131063],"genre_scores_gemma":[0.9989579,0.0001005641,0.0003578082,0.0001979799,0.0002387892,0.0001123129,0.000002427353,0.000002101039,0.00003012969],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7944198,"threshold_uncertainty_score":0.174086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03547354190589484,"score_gpt":0.3398486512084801,"score_spread":0.3043751093025853,"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."}}