{"id":"W2734389867","doi":"","title":"What STEM educations might we care for? Where, when, how and why?","year":2016,"lang":"en","type":"article","venue":"Journal for Activist Science and Technology Education","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Business; Psychology; Actuarial 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.006936138,0.0003643873,0.0004213883,0.001113414,0.004301985,0.007247698,0.001001406,0.005957317,0.03139485],"category_scores_gemma":[0.04189871,0.000228642,0.0006262062,0.0009486841,0.003243272,0.00678744,0.003196695,0.008633185,0.006543767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006195,"about_ca_system_score_gemma":0.0299262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01382677,"about_ca_topic_score_gemma":0.03989736,"domain_scores_codex":[0.9966312,0.001354065,0.0001152947,0.0001668804,0.0004280868,0.001304584],"domain_scores_gemma":[0.9571437,0.0070917,0.002289344,0.0006494903,0.006914122,0.02591172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000279151,0.0009433395,0.03876281,0.000908626,0.00007802974,0.0007146437,0.00414422,0.0002972493,0.0006398594,0.02960866,0.5876036,0.3360197],"study_design_scores_gemma":[0.0004281763,0.0004312685,0.05140296,0.01130542,0.0002055731,0.0008699165,0.05492874,0.0007360234,0.00218259,0.1346377,0.7426404,0.0002312807],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.005952222,0.00257581,0.0004216608,0.9810853,0.001693186,0.00002696194,0.0002267953,0.00004215657,0.00797585],"genre_scores_gemma":[0.4126624,0.02196877,0.007027943,0.5228191,0.007479158,0.0003621332,0.0007538606,0.0001735985,0.02675308],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.995698,"threshold_uncertainty_score":0.1050263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01552735300959492,"score_gpt":0.315031479925385,"score_spread":0.2995041269157901,"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."}}