{"id":"W7133037415","doi":"","title":"A Preliminary Exploration of Students&apos; Perceptions of Their Own Learning","year":2018,"lang":"","type":"dissertation","venue":"TSpace","topic":"Educational Environments and Student Outcomes","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario College of Art and Design","funders":"","keywords":"Perception; Variety (cybernetics); Thematic analysis; Affect (linguistics); Sample (material); Qualitative research","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000829892,0.0003392899,0.0005757016,0.000210636,0.0007190104,0.0000601038,0.0006877861,0.0003202807,0.00380078],"category_scores_gemma":[0.0002099922,0.0003203773,0.0002999108,0.000400361,0.0005124776,0.0004140853,0.0001119337,0.0003275339,0.00009914254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001346961,"about_ca_system_score_gemma":0.0003064011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001217047,"about_ca_topic_score_gemma":0.0003848469,"domain_scores_codex":[0.9966107,0.0004070552,0.0007520512,0.00045298,0.001458924,0.0003183041],"domain_scores_gemma":[0.9977577,0.0002638376,0.001208934,0.0003121433,0.0003353358,0.0001220407],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001385857,0.001085957,0.07704092,0.0001753781,0.0002313373,2.860111e-7,0.9161814,0.0001095405,0.001589526,0.001156034,0.0003189377,0.001972077],"study_design_scores_gemma":[0.0002490684,0.0006260696,0.2507063,0.0002792191,0.0001785119,1.806684e-7,0.7413431,0.0000225345,0.00034962,0.0002250432,0.005771564,0.0002487283],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9838257,0.0002942696,0.0001109315,0.0004779272,0.0009244579,0.0006875328,0.000009708925,0.00001811376,0.0136513],"genre_scores_gemma":[0.9001572,0.002458841,0.0002936215,0.00001821305,0.0002850699,0.00006868472,0.000275766,0.00003284755,0.09640972],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1748383,"threshold_uncertainty_score":0.9999248,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06396245927123127,"score_gpt":0.4549961158099626,"score_spread":0.3910336565387313,"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."}}