{"id":"W7098813618","doi":"","title":"Undergraduate Studies in Education","year":2016,"lang":"en","type":"article","venue":"","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Qualitative property; Descriptive statistics; Population; Perspective (graphical); Qualitative research; Science education; Multimethodology; Research design; Survey research","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001797566,0.0003134724,0.0004262463,0.001397994,0.006573,0.0063598,0.0007396818,0.0007851286,0.09890383],"category_scores_gemma":[0.004736099,0.0002161892,0.0002292504,0.00320407,0.002317944,0.002323779,0.004278377,0.001097602,0.0131258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01407426,"about_ca_system_score_gemma":0.03316704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1457618,"about_ca_topic_score_gemma":0.4291721,"domain_scores_codex":[0.9979891,0.0002663612,0.0000898468,0.0001867265,0.0007024586,0.0007655331],"domain_scores_gemma":[0.9924358,0.0005099333,0.0003762956,0.0003680077,0.001186531,0.005123468],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008885187,0.0003892421,0.08833499,0.0007787743,0.00001224599,0.000948606,0.08212226,0.0001037893,0.002138771,0.1241252,0.355795,0.3451623],"study_design_scores_gemma":[0.000004923668,0.00004689797,0.03719598,0.0002348589,0.000002290461,0.0001469355,0.01690403,0.00001754414,0.00006693784,0.00185605,0.9435179,0.00000576114],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.07101588,0.007476261,0.0007567173,0.0229486,0.00130902,0.0003500112,0.002355368,0.0001177637,0.8936704],"genre_scores_gemma":[0.3307652,0.00595477,0.001064931,0.005258191,0.0005032285,0.0002748509,0.00142319,0.00007628238,0.6546794],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1457618,"threshold_uncertainty_score":0.3308663,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04156159729228328,"score_gpt":0.2986496423310435,"score_spread":0.2570880450387603,"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."}}