{"id":"W2973908528","doi":"10.51355/jstem.2019.65","title":"STEM Education: An Emerging Field of Inquiry","year":2019,"lang":"en","type":"article","venue":"Journal of Research in STEM Education","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Lethbridge","funders":"Directorate for STEM Education","keywords":"Field (mathematics); Engineering ethics; Sociology; Political science; Engineering; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00584399,0.00005507067,0.0001521417,0.0006001103,0.0001341749,0.00007843866,0.0003795148,0.00008273792,0.0003743837],"category_scores_gemma":[0.0002259688,0.00005230723,0.00004345205,0.0008401127,0.0001048524,0.0005079507,0.00002564059,0.0003956895,0.00003204724],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003905974,"about_ca_system_score_gemma":0.007962572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002940267,"about_ca_topic_score_gemma":0.00006267324,"domain_scores_codex":[0.9973933,0.0007289369,0.0004856088,0.0001218222,0.001027388,0.0002430058],"domain_scores_gemma":[0.9975228,0.0005029615,0.0001878159,0.0001770173,0.001410316,0.0001990942],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006671993,0.001851579,0.156063,0.0002717468,0.00002000566,0.000001231507,0.1576379,0.00000902656,0.0003394596,0.1490734,0.01470619,0.5199598],"study_design_scores_gemma":[0.0002909217,0.0003893083,0.03042887,0.001462561,0.000007099178,0.00001014354,0.7732401,0.000007568424,0.001187785,0.02399404,0.1688086,0.0001730235],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9607042,0.000643981,0.0000249308,0.01620258,0.00402192,0.0002323103,1.599486e-7,0.000005132445,0.01816475],"genre_scores_gemma":[0.9931271,0.0002633146,0.000955661,0.0002547454,0.0007908415,0.00001125764,9.348336e-7,0.000006326215,0.004589815],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6156022,"threshold_uncertainty_score":0.9976614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2081373782399547,"score_gpt":0.5503090777273535,"score_spread":0.3421716994873988,"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."}}