{"id":"W6906592691","doi":"10.17605/osf.io/nzs4y","title":"Canadian Happiness Report May 2022","year":2022,"lang":"en","type":"article","venue":"OSF Preprints (OSF Preprints)","topic":"Canadian Policy and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.007270237,0.0001940534,0.0002608908,0.0002215612,0.001988348,0.0001406616,0.001535693,0.000125711,0.7455463],"category_scores_gemma":[0.00354711,0.0002695685,0.0001690892,0.0006815557,0.0002486649,0.0002420515,0.0007849436,0.0005919355,0.2778819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002711407,"about_ca_system_score_gemma":0.004025792,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9568983,"about_ca_topic_score_gemma":0.9209883,"domain_scores_codex":[0.9955886,0.0008227851,0.0004546942,0.001464394,0.0008089676,0.0008605577],"domain_scores_gemma":[0.9962364,0.0002146094,0.0002649568,0.002339466,0.0001054579,0.0008390893],"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":[0.00002789152,0.00009038854,0.03821162,0.00001524415,0.00006750456,0.0009833558,0.00964206,0.000600933,0.0001160894,0.05737459,0.8832955,0.009574815],"study_design_scores_gemma":[0.0001644665,3.964342e-7,0.0180661,0.000007257712,0.00001500933,0.0001043667,0.0008602077,0.00002827653,0.00007540177,0.004723576,0.9756602,0.0002947296],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04846096,0.000002739858,0.00003056972,0.01941266,0.0008224832,0.0005921601,0.0002153312,0.00008470735,0.9303784],"genre_scores_gemma":[0.3918552,0.00002748662,0.00004842896,0.001713561,0.0001717904,0.0002370225,0.0000185728,0.00002093085,0.605907],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4676644,"threshold_uncertainty_score":0.9999756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01545083744031884,"score_gpt":0.2741729109276879,"score_spread":0.258722073487369,"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."}}