{"id":"W7132915224","doi":"","title":"First year students&apos; early perceptions and expectations of university","year":2006,"lang":"","type":"dissertation","venue":"TSpace","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Association for the Study of Adult Education","funders":"","keywords":"Perception; Fell; Focus group; Independence (probability theory); Qualitative research; Period (music)","routes":{"ca_aff":true,"ca_fund":false,"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":[0.005268566,0.0002756008,0.0004201076,0.0007438064,0.002999662,0.006340364,0.000787553,0.0009065238,0.005210483],"category_scores_gemma":[0.01501287,0.0003494673,0.0002730419,0.0005550089,0.00236477,0.00195419,0.002380097,0.002672124,0.0007227809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002574436,"about_ca_system_score_gemma":0.002829661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005988656,"about_ca_topic_score_gemma":0.009277865,"domain_scores_codex":[0.9969738,0.001205874,0.00009764259,0.0001442702,0.0008668765,0.0007115661],"domain_scores_gemma":[0.9833778,0.004561871,0.002564159,0.0002964515,0.002034931,0.007164754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002772663,0.0009607066,0.1841779,0.0002600175,0.00001975758,0.001044799,0.7648618,0.0002034803,0.003253615,0.007062988,0.004886686,0.03299098],"study_design_scores_gemma":[0.0000126018,0.0005027747,0.1009026,0.0001852616,0.000009693425,0.0004259979,0.8804718,0.000222673,0.0011298,0.0005640747,0.01549467,0.00007803671],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944079,0.0001842682,0.0002115603,0.0008569274,0.0000295114,0.00001530668,0.00003657942,0.000008978495,0.004249036],"genre_scores_gemma":[0.9963154,0.0001461834,0.00008713019,0.0001594923,0.000007185005,0.00001700935,0.00001852104,0.000005178493,0.003243955],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006340364,"threshold_uncertainty_score":0.02786314,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0312033857009751,"score_gpt":0.446538159001989,"score_spread":0.4153347733010139,"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."}}