{"id":"W4382489358","doi":"10.1002/lob.10579","title":"Upon Comparing Oneself to Others","year":2023,"lang":"en","type":"article","venue":"Limnology and Oceanography Bulletin","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04664316,0.0008145971,0.001857888,0.004128785,0.007857643,0.02668626,0.003000247,0.004468342,0.02069477],"category_scores_gemma":[0.2017385,0.0005494368,0.001120581,0.003073287,0.03092885,0.02251408,0.01335686,0.01204924,0.01318883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003083153,"about_ca_system_score_gemma":0.006455147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001359337,"about_ca_topic_score_gemma":0.001479592,"domain_scores_codex":[0.8779156,0.05953341,0.004018052,0.01155286,0.04455054,0.002429513],"domain_scores_gemma":[0.8387951,0.05142387,0.0139819,0.02903789,0.05452011,0.01224104],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001526275,0.0001814819,0.008595726,0.001688632,0.0005662699,0.002080763,0.2177403,0.0003344585,0.002823616,0.1573659,0.3607866,0.2476836],"study_design_scores_gemma":[0.00002221968,0.0001403819,0.00302342,0.001128948,0.00008194696,0.001535008,0.06708574,0.0001659099,0.0007589078,0.07172733,0.8542039,0.0001262717],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05443951,0.03094258,0.03830916,0.3891367,0.0576735,0.0009948582,0.0006496937,0.001163106,0.4266908],"genre_scores_gemma":[0.6291849,0.0237399,0.03502961,0.1301769,0.0203288,0.001478549,0.0009418948,0.002506718,0.1566128],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04664316,"threshold_uncertainty_score":0.2466755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0774497545355882,"score_gpt":0.3794984678945759,"score_spread":0.3020487133589878,"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."}}