{"id":"W2775884500","doi":"10.36510/learnland.v3i2.334","title":"A Perspective on Higher Education Through the Lens of a Student Activist","year":2010,"lang":"en","type":"article","venue":"LEARNing Landscapes","topic":"Adult and Continuing Education Topics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Solidarity; Scope (computer science); Perspective (graphical); Political science; Economic Justice; Social justice; Politics; Sociology; Higher education; Through-the-lens metering; Public administration; Public relations; Lens (geology); Criminology; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.003099936,0.0005887763,0.0004593203,0.0009376388,0.01529556,0.01528027,0.001563841,0.01082668,0.006731317],"category_scores_gemma":[0.00265026,0.0001481642,0.0003325066,0.00112221,0.02680252,0.007163514,0.005665667,0.01142499,0.000627667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005212675,"about_ca_system_score_gemma":0.004932468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00506421,"about_ca_topic_score_gemma":0.01043768,"domain_scores_codex":[0.9954256,0.003449047,0.00003787321,0.0001422814,0.0002299712,0.000715222],"domain_scores_gemma":[0.9967015,0.001935422,0.0001703599,0.0000876511,0.0001954279,0.0009095565],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002330047,0.00009091324,0.0005669028,0.0001280444,0.000003779042,0.0006806877,0.1806495,0.0001933569,0.0002432726,0.761239,0.04286236,0.01331885],"study_design_scores_gemma":[0.00001411716,0.00008881627,0.0005679982,0.0005084489,0.000004222198,0.0003335307,0.2179205,0.0002808074,0.0002186611,0.1189095,0.6611385,0.00001483594],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.05244333,0.01826806,0.003518728,0.5792007,0.004981404,0.00004037653,0.00003801549,0.00004705438,0.3414623],"genre_scores_gemma":[0.8615653,0.005918808,0.0007120036,0.07944695,0.004822514,0.00007225035,0.00001380965,0.00005158091,0.04739684],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01529556,"threshold_uncertainty_score":0.03782082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01830730304270485,"score_gpt":0.3513291377388683,"score_spread":0.3330218346961634,"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."}}