{"id":"W2954369596","doi":"10.17673/vsgtu-pps.2019.1.4","title":"Results analysis of the regional research competition for secondary school students using information and communications technology","year":2019,"lang":"en","type":"article","venue":"Vestnik of Samara State Technical University Psychological and Pedagogical Sciences","topic":"Educational Innovations and Challenges","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Samara; Competition (biology); Work (physics); Regional science; State (computer science); Qualitative research; Public relations; Political science; Mathematics education; Sociology; Psychology; Engineering; Computer science; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01280216,0.0004482528,0.0009222386,0.004369684,0.004642031,0.005663916,0.00156225,0.0008656827,0.01206794],"category_scores_gemma":[0.0221524,0.0003481594,0.0007881862,0.005971886,0.002003737,0.000970019,0.003783273,0.0008997049,0.001856719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005523659,"about_ca_system_score_gemma":0.006630338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01716869,"about_ca_topic_score_gemma":0.02500604,"domain_scores_codex":[0.9769154,0.008238518,0.001199447,0.002149107,0.006743052,0.004754684],"domain_scores_gemma":[0.956334,0.01639763,0.005896906,0.001501906,0.0113983,0.008471271],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002981756,0.003160319,0.7122658,0.001647228,0.0002337049,0.003721682,0.1295589,0.003382547,0.008689578,0.0152788,0.02479967,0.09427987],"study_design_scores_gemma":[0.00003528627,0.000603453,0.8413455,0.0001241703,0.00003275938,0.0004750133,0.1260431,0.001316612,0.002198374,0.0004183,0.02729856,0.0001089864],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9728504,0.0001865723,0.0006569273,0.0004502792,0.00003467772,0.0002510875,0.001459356,0.0000452634,0.02406541],"genre_scores_gemma":[0.9844563,0.0001070298,0.001049339,0.000102193,0.00003849065,0.0003087054,0.001188372,0.00004543025,0.01270423],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01716869,"threshold_uncertainty_score":0.06770509,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3519419232731915,"score_gpt":0.4695318266663556,"score_spread":0.1175899033931642,"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."}}