{"id":"W7005831492","doi":"","title":"STEM-ПІДХІД В ОСВІТІ ТА ПІДГОТОВКА ВЧИТЕЛЯ ДО ЙОГО ВПРОВАДЖЕННЯ","year":2022,"lang":"en","type":"article","venue":"Zhytomyr State University Library (Zhytomyr Ivan Franko State University)","topic":"Education and Social Development in Ukraine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Acronym; Restructuring; Retraining; Process (computing); Meaning (existential); Ukrainian; Work (physics); Field (mathematics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007350556,0.0006416379,0.0007329742,0.001851894,0.006649336,0.0003920757,0.00243582,0.0002084151,0.008042812],"category_scores_gemma":[0.00002972741,0.0009065972,0.0004830366,0.005334725,0.000933054,0.004733389,0.001202909,0.001131134,0.0002643299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001685952,"about_ca_system_score_gemma":0.00359471,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0018832,"about_ca_topic_score_gemma":0.001194872,"domain_scores_codex":[0.9932572,0.001921197,0.0005124235,0.001299793,0.001458122,0.001551212],"domain_scores_gemma":[0.9970979,0.0005708377,0.000424271,0.0006912402,0.0002328812,0.0009828822],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002276571,0.001789068,0.06103385,0.0003566818,0.001532175,0.007025503,0.3873682,0.001664525,0.0001697738,0.2186738,0.2440491,0.07406069],"study_design_scores_gemma":[0.001645598,0.0001325358,0.003208511,0.00004506942,0.00006378144,0.000005232524,0.06430569,0.00005759173,0.00009063649,0.001776122,0.9276236,0.001045649],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.4652728,0.0005497996,0.001983347,0.01102982,0.003790845,0.001925935,0.001904491,0.002863504,0.5106794],"genre_scores_gemma":[0.4209899,0.003259515,0.001056446,0.001070032,0.0002106521,0.000002578327,0.0003723372,0.0001142814,0.5729243],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6835744,"threshold_uncertainty_score":0.9993384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01266685423491863,"score_gpt":0.1997460845192132,"score_spread":0.1870792302842945,"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."}}