{"id":"W3164047419","doi":"10.5430/ijhe.v10n5p194","title":"Scientific Knowledge of University Students of Chile","year":2021,"lang":"en","type":"article","venue":"International Journal of Higher Education","topic":"Educational Research and Science Teaching","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Construct (python library); Sociology of scientific knowledge; Meaning (existential); Knowledge transfer; Psychology; Descriptive knowledge; Mathematics education; Knowledge level; Descriptive statistics; Knowledge management; Sociology; Computer science; Social science; Mathematics; Statistics","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":[],"consensus_categories":[],"category_scores_codex":[0.000637728,0.0001421758,0.0003195282,0.001816328,0.0006109063,0.001227243,0.0002199972,0.0003612443,0.002334183],"category_scores_gemma":[0.003134143,0.0001515827,0.0002225494,0.001323554,0.0004978271,0.0004363949,0.0007083936,0.0003961432,0.0003533117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007655716,"about_ca_system_score_gemma":0.001210671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01029589,"about_ca_topic_score_gemma":0.009588487,"domain_scores_codex":[0.9997081,0.00005978753,0.00003479194,0.00002890731,0.00008709003,0.00008120711],"domain_scores_gemma":[0.9980129,0.0006596181,0.0005175249,0.00007758741,0.0003495613,0.0003827529],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000904454,0.0003850498,0.9582777,0.0001206345,0.00002706805,0.0003953133,0.01663376,0.00006171288,0.001204202,0.000175962,0.0002883035,0.02233987],"study_design_scores_gemma":[0.000008910644,0.0002036148,0.9798221,0.00004725311,0.00001454443,0.0002005238,0.01727978,0.0001318233,0.0002619965,0.0001479171,0.001870158,0.00001134186],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999027,0.0001319799,0.00001187219,0.00005696399,0.000001520775,0.000005760862,0.00004912327,0.000001132216,0.0007147213],"genre_scores_gemma":[0.9987452,0.0002299966,0.00003684367,0.00002917603,0.000002800069,0.000008329525,0.0000687062,7.578374e-7,0.0008781111],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01029589,"threshold_uncertainty_score":0.02047193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03631277044874523,"score_gpt":0.3620384652171363,"score_spread":0.3257256947683911,"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."}}