{"id":"W7009886372","doi":"","title":"Graduate Students / Étudiants aux cycles supérieures","year":2020,"lang":"en","type":"article","venue":"Érudit documents and data repository (Érudit Consortium, University of Montreal)","topic":"Biological Control of Invasive Species","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Graduate students; Higher education; Graduate research; Work (physics)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001639546,0.0002698219,0.0004767892,0.00001797196,0.0005505194,0.0001001545,0.001391454,0.0001362549,0.0001459033],"category_scores_gemma":[0.0001803102,0.0001415128,0.0001069984,0.000176498,0.0004297543,0.0005876598,0.001216324,0.0001866858,0.00002387129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004445958,"about_ca_system_score_gemma":0.00002150192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004593838,"about_ca_topic_score_gemma":0.007106548,"domain_scores_codex":[0.9978767,0.0001609015,0.0003311191,0.0008020062,0.0004872757,0.0003419906],"domain_scores_gemma":[0.9986057,0.0002874895,0.0003368991,0.0002682589,0.0001557086,0.0003459924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002075675,0.001085762,0.5703104,0.0001461007,0.001367344,0.002133967,0.0004392601,0.00001291021,0.1329849,0.0009982201,0.1940771,0.09436826],"study_design_scores_gemma":[0.001446491,0.0006267211,0.8567101,0.00005682544,0.0002014597,0.00002914089,0.001780563,0.00005410466,0.0008455316,0.0001359357,0.137626,0.0004870652],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893562,0.0009683995,0.000005287575,0.006319151,0.000127045,0.0003217687,0.0008616872,0.00009257134,0.001947874],"genre_scores_gemma":[0.9966705,0.001939192,0.00006486016,0.0003151935,0.000190985,6.70429e-7,0.0002945112,0.000002088043,0.0005220078],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2863997,"threshold_uncertainty_score":0.6944538,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0558218133357597,"score_gpt":0.2482269909592953,"score_spread":0.1924051776235356,"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."}}