{"id":"W4318040036","doi":"10.31219/osf.io/evnp2","title":"The Need for Investments in Canada’s Health Research","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business","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":[0.03467371,0.001106469,0.002275594,0.006249178,0.008150295,0.0228979,0.003636968,0.01867104,0.0191788],"category_scores_gemma":[0.1209675,0.001155257,0.001961375,0.007836694,0.0100003,0.01111481,0.007438068,0.0201378,0.001791705],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.2075388,"about_ca_system_score_gemma":0.4763207,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9670647,"about_ca_topic_score_gemma":0.960833,"domain_scores_codex":[0.9586586,0.006588832,0.001803002,0.00223636,0.02074441,0.009968808],"domain_scores_gemma":[0.7631184,0.05250696,0.008849698,0.005790411,0.09886622,0.07086822],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002566541,0.00008707243,0.004269503,0.0007678537,0.0002811376,0.000341756,0.0005191225,0.002845445,0.000424979,0.2608939,0.6790321,0.05028054],"study_design_scores_gemma":[0.0002808001,0.00005968508,0.0170455,0.003039889,0.0002750957,0.0002555503,0.001843434,0.005309914,0.0005095536,0.1228978,0.8482104,0.0002724249],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004396847,0.01586439,0.001084009,0.9511333,0.003679052,0.0000525839,0.001366503,0.0001658861,0.02225755],"genre_scores_gemma":[0.4299068,0.06159301,0.01983426,0.4216165,0.01026487,0.0002384935,0.00521681,0.0005697079,0.05075952],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9653263,"threshold_uncertainty_score":0.9191426,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.555457737699668,"score_gpt":0.4257229015592506,"score_spread":0.1297348361404174,"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."}}