{"id":"W6945241290","doi":"10.25318/2710002201-eng","title":"Personnel engaged in research and development by performing sector and occupational category","year":2019,"lang":"en","type":"dataset","venue":"Statistics Canada Dissemination","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Human resource management; Qualitative research","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":[0.001425223,0.002125292,0.001923452,0.008983722,0.001733228,0.003022969,0.003839712,0.00143554,0.04259053],"category_scores_gemma":[0.0131103,0.001157491,0.001899494,0.02661094,0.000592394,0.001597377,0.001942195,0.002736121,0.02015113],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01505985,"about_ca_system_score_gemma":0.03526632,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9314429,"about_ca_topic_score_gemma":0.9431396,"domain_scores_codex":[0.9971615,0.0001408026,0.0004154304,0.0004280888,0.001103629,0.0007505217],"domain_scores_gemma":[0.9883127,0.0008708093,0.001219995,0.0005212351,0.008102464,0.0009729117],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00004614791,0.00001081196,0.002815959,0.000661493,0.00003642706,0.00001064339,0.00002714104,0.0001105236,0.00001860015,0.000476954,0.9943331,0.00145205],"study_design_scores_gemma":[0.0003643037,0.00002291963,0.07390454,0.001527255,0.0001323313,0.00006303846,0.0004496337,0.0003184773,0.0002323253,0.0005900848,0.9223322,0.00006284853],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0001216065,0.00007252575,0.00001737162,0.00005607691,0.00002011094,0.00001348651,0.9991112,0.00003182606,0.0005557516],"genre_scores_gemma":[0.001504894,0.0002745001,0.000192322,0.0001040353,0.00001611689,0.0001230452,0.9945911,0.00003258121,0.003161465],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.9985748,"threshold_uncertainty_score":0.1424795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07073113860363121,"score_gpt":0.3513181476516307,"score_spread":0.2805870090479995,"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."}}