{"id":"W3036509988","doi":"10.32370/ia_2020_06_11","title":"Future Primary Teacher’s Model Preparation for Collaboration with Heterogeneous Groups of Students","year":2020,"lang":"en","type":"article","venue":"Intellectual Archive","topic":"Education and Social Development in Ukraine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ukrainian; School teachers; Context (archaeology); Professional development; Mathematics education; Primary (astronomy); Pedagogy; Psychology","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":[0.0001783459,0.00008249096,0.0001344352,0.00003555728,0.0002433234,0.00004288049,0.0001907685,0.00004856656,0.00006303102],"category_scores_gemma":[0.0003472929,0.00007547194,0.00003707358,0.0002258098,0.0001019603,0.00009694895,0.00002559593,0.00006955089,0.000007067129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009470872,"about_ca_system_score_gemma":0.0005915574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003180261,"about_ca_topic_score_gemma":0.0007314071,"domain_scores_codex":[0.9990564,0.00011375,0.0001844837,0.0001734342,0.0003345439,0.0001374092],"domain_scores_gemma":[0.9993762,0.0001974862,0.00009341745,0.0000561062,0.0001818407,0.00009493961],"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":[0.0005522678,0.0001443681,0.0004739667,0.00002859056,0.00005812476,2.748901e-7,0.978139,0.0008200291,0.000551675,0.005299543,0.01236358,0.001568574],"study_design_scores_gemma":[0.005465994,0.005669509,0.002435543,0.0001965171,0.000287903,0.000003346135,0.4226895,0.05083693,0.008984873,0.03565291,0.4656591,0.002117912],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9114729,0.00007043518,0.06134465,0.008214062,0.0002399195,0.001532747,0.00005691623,0.0000944417,0.01697388],"genre_scores_gemma":[0.9909083,0.00009984131,0.006468848,0.0009144931,0.0004135235,0.00008865669,0.0001022658,0.00001211947,0.0009919534],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5554495,"threshold_uncertainty_score":0.3077656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03123039640224091,"score_gpt":0.3364095530423572,"score_spread":0.3051791566401163,"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."}}