{"id":"W2592563112","doi":"10.5539/jel.v6n2p294","title":"The Contribution of Scientific Project Competitions upon High School Students’ Acquiring a Scientific Viewpoint (Geography Lesson Case)","year":2017,"lang":"en","type":"article","venue":"Journal of Education and Learning","topic":"Science Education and Pedagogy","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scope (computer science); Mathematics education; Data collection; Sociology; Psychology; Pedagogy; Social science; Computer science","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":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.008541133,0.0000689863,0.0001356337,0.0003285877,0.01199417,0.002694458,0.0004624498,0.00004449455,0.0001045252],"category_scores_gemma":[0.004097308,0.00005226591,0.00008130639,0.0003620965,0.001078299,0.0006881451,0.00004804661,0.0003498097,0.00000610674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008966689,"about_ca_system_score_gemma":0.00188989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009301584,"about_ca_topic_score_gemma":0.001281261,"domain_scores_codex":[0.9980802,0.0005715476,0.0003704536,0.0001565238,0.0006116165,0.0002096676],"domain_scores_gemma":[0.9971147,0.0002928957,0.00102957,0.0002044958,0.001199556,0.0001587823],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006418015,0.0008667839,0.7288232,0.00003481454,0.00008103127,0.000009503662,0.09551093,0.00006562805,0.002934378,0.07856198,0.004262684,0.08878493],"study_design_scores_gemma":[0.0004821544,0.0001218588,0.4253934,0.0002928894,0.00005942393,0.0001477066,0.1781896,0.00004604723,0.0002081615,0.001504482,0.3933941,0.0001602086],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875075,0.0006231174,0.00008860977,0.005755892,0.0048602,0.0001756841,7.745175e-7,0.000006652692,0.0009815792],"genre_scores_gemma":[0.9972631,0.0001822547,0.0001641169,0.00003494201,0.0003815806,0.000006077441,0.000002338218,0.000003515714,0.001962056],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3891314,"threshold_uncertainty_score":0.9983408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05471741788217675,"score_gpt":0.436372521632847,"score_spread":0.3816551037506702,"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."}}