{"id":"W4285039546","doi":"10.22215/etd/2022-15008","title":"Sites of Nurture: A Collaborative Community for Post-Secondary Students","year":2022,"lang":"en","type":"dissertation","venue":"","topic":"Educational Environments and Student Outcomes","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Nature versus nurture; Architecture; Pedagogy; Set (abstract data type); Sociology; Media studies; Engineering ethics; Mathematics education; Library science; Engineering; Geography; Psychology; Computer science; Anthropology; Archaeology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.004589141,0.0003824343,0.0002942617,0.0008203955,0.01464468,0.006786264,0.002779973,0.001629535,0.01265665],"category_scores_gemma":[0.005887546,0.000275891,0.000452104,0.0006089755,0.005551657,0.004494431,0.01510397,0.001537266,0.002321749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002277139,"about_ca_system_score_gemma":0.009192578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006008196,"about_ca_topic_score_gemma":0.04322325,"domain_scores_codex":[0.996676,0.002049605,0.00005030942,0.0003080471,0.0003932966,0.0005228008],"domain_scores_gemma":[0.9927446,0.001146837,0.0002489391,0.0007310637,0.0005113201,0.004617243],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003055168,0.001873489,0.0175103,0.0002827459,0.00003150262,0.001432981,0.6910701,0.0007912544,0.003795552,0.04265956,0.03332445,0.2069225],"study_design_scores_gemma":[0.0001241813,0.0009272371,0.005172828,0.0001890316,0.00003416504,0.0003505076,0.5769343,0.001159052,0.001121769,0.008488203,0.4054368,0.00006200743],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8319709,0.0002730506,0.02675666,0.008633037,0.0004748949,0.001151636,0.0001248587,0.0007498978,0.1298652],"genre_scores_gemma":[0.9305497,0.0002688559,0.02628706,0.0005836244,0.00006915547,0.0007851812,0.0001088427,0.0001717191,0.04117582],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01464468,"threshold_uncertainty_score":0.04234076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02484701012415213,"score_gpt":0.4187354130127192,"score_spread":0.393888402888567,"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."}}