{"id":"W7099605824","doi":"","title":"KEYNOTE ADDRESS – Day 2 GOOD NEWS, BAD NEWS: GRADUATE STUDIES AND RESEARCH IN THE CANADIAN CONTEXT","year":2003,"lang":"en","type":"article","venue":"","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Graduate education; Graduation (instrument); Graduate students; Graduate research; Higher education","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001792163,0.0004703431,0.0005064556,0.001532022,0.01714854,0.007949775,0.001016126,0.004947226,0.1089864],"category_scores_gemma":[0.00368371,0.0002996332,0.0003461353,0.00304451,0.002403921,0.002560385,0.002901041,0.004270219,0.01139477],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02513633,"about_ca_system_score_gemma":0.0273437,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7585979,"about_ca_topic_score_gemma":0.937898,"domain_scores_codex":[0.9980476,0.0002280813,0.00004938272,0.0001684723,0.000791244,0.0007152753],"domain_scores_gemma":[0.9947329,0.0005665662,0.0001683963,0.00008911677,0.001498523,0.002944572],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001891002,0.000006988077,0.0006565377,0.00004599625,0.000001838507,0.0001130175,0.0011048,0.0000121376,0.0001130796,0.003475259,0.9880654,0.006385979],"study_design_scores_gemma":[0.000003740855,0.000005311055,0.003216764,0.00005629349,0.000002323678,0.00005958646,0.005975522,0.00001399498,0.00003712698,0.000509687,0.9901058,0.00001381377],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00636964,0.02112747,0.000358173,0.6460229,0.08740425,0.0001056153,0.001587572,0.0001567936,0.2368676],"genre_scores_gemma":[0.08578409,0.01632046,0.0005450265,0.123538,0.02687942,0.00007725307,0.000904588,0.0003267813,0.7456244],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9982078,"threshold_uncertainty_score":0.4856475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1736048030031216,"score_gpt":0.3489496209444392,"score_spread":0.1753448179413175,"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."}}