{"id":"W7028919771","doi":"","title":"Geography and Earth Sciences Graduate Program Handbook - 2019/2020","year":2019,"lang":"en","type":"other","venue":"","topic":"Technology, Environment, Urban Planning","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"McMaster University","keywords":"Join (topology); Product (mathematics); Graduate students; Work (physics)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002177947,0.001147761,0.0008128703,0.003098906,0.001208107,0.003388993,0.001842967,0.00208195,0.4953981],"category_scores_gemma":[0.005339079,0.0006758425,0.0005898544,0.003149569,0.0005629607,0.002400973,0.003444115,0.003507976,0.5397217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003109504,"about_ca_system_score_gemma":0.01458142,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03249798,"about_ca_topic_score_gemma":0.06695684,"domain_scores_codex":[0.9989502,0.00009794754,0.00005336688,0.00007186923,0.0006455139,0.0001811689],"domain_scores_gemma":[0.9941052,0.0004006188,0.0001692564,0.0003445488,0.003136863,0.001843466],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006955062,0.00002337917,0.00007921715,0.00004608435,4.623975e-7,0.000003713529,0.000006142623,0.00004637237,0.00003781696,0.0012726,0.9737868,0.02469055],"study_design_scores_gemma":[0.000004730982,0.000004635099,0.0002911068,0.00007364546,6.536721e-7,0.000006815377,0.00001809915,0.0000447126,0.00004688589,0.000749288,0.998757,0.000002490168],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004135534,0.001738753,0.003304514,0.01109589,0.006537199,0.0004259916,0.06931093,0.003872941,0.9033002],"genre_scores_gemma":[0.0007652373,0.00145597,0.002261688,0.002389764,0.0003281498,0.0002491461,0.03027051,0.001059382,0.9612202],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4953981,"threshold_uncertainty_score":0.7197534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03220488694717968,"score_gpt":0.2317276704033649,"score_spread":0.1995227834561853,"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."}}