{"id":"W7047944610","doi":"","title":"Impact of STEM on students’ intellectual engagement","year":2024,"lang":"en","type":"dissertation","venue":"Mspace (University of Manitoba)","topic":"Superconducting and THz Device Technology","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Research Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Thematic analysis; Curriculum; Data collection; Statistical analysis; Qualitative property; Descriptive statistics; Higher education; Significant difference","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003167862,0.0004000991,0.0006722862,0.00087617,0.001087597,0.00229376,0.0007144514,0.0004307849,0.002880845],"category_scores_gemma":[0.007204295,0.0001985708,0.0005023901,0.0005140937,0.0009887208,0.000940752,0.003704307,0.0007032724,0.0003137343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007425111,"about_ca_system_score_gemma":0.001270687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005451342,"about_ca_topic_score_gemma":0.001890439,"domain_scores_codex":[0.9968895,0.001381215,0.0001740427,0.0003359676,0.0007093467,0.0005099084],"domain_scores_gemma":[0.9952932,0.002246628,0.0008179893,0.000279079,0.0005079394,0.0008552272],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001211969,0.007651353,0.4311436,0.001246467,0.0001833854,0.0008899975,0.2212881,0.0003533436,0.01135281,0.0008234142,0.0008561096,0.3229995],"study_design_scores_gemma":[0.0001067308,0.007753,0.7705817,0.000380818,0.000159757,0.0005539004,0.1994807,0.000422058,0.008480154,0.001036729,0.01097027,0.0000741877],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998551,0.00005778105,0.0001236453,0.00003874921,0.000003852472,0.00003184926,0.00001734534,0.00000504098,0.001170811],"genre_scores_gemma":[0.9987161,0.00009581174,0.0004264859,0.00004018395,0.000005584048,0.00007790078,0.00003550736,0.00000288939,0.0005996082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003167862,"threshold_uncertainty_score":0.01675349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02549852727042122,"score_gpt":0.2679320947524198,"score_spread":0.2424335674819986,"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."}}