{"id":"W4416261064","doi":"10.5555/0tg5me50","title":"Affiliation Test 7","year":2025,"lang":"","type":"article","venue":"","topic":"Psychometric Methodologies and Testing","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canada Council for the Arts; Statistics Canada","funders":"","keywords":"","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.009059656,0.0001908075,0.0003912302,0.001284377,0.000356125,0.000615255,0.001111106,0.0001814421,0.006038934],"category_scores_gemma":[0.4986764,0.0001390503,0.0001645243,0.0106169,0.0001279356,0.0002615001,0.0003814417,0.0002217,0.0008770219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006091837,"about_ca_system_score_gemma":0.0002399098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005449286,"about_ca_topic_score_gemma":0.00000864226,"domain_scores_codex":[0.9964366,0.0004116586,0.001098374,0.0007766204,0.0008571332,0.0004196088],"domain_scores_gemma":[0.8050441,0.1926688,0.0003814501,0.001174525,0.0006059377,0.0001252122],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000007522625,0.00009895403,0.1783653,0.000008368857,0.00001226234,0.000001720198,0.00004110849,0.00002754163,0.0002181017,0.01307898,0.0768875,0.7312527],"study_design_scores_gemma":[0.0007366136,0.0001874967,0.542332,0.0001139097,0.00004298969,0.000003172888,0.002263498,0.0333615,0.001540211,0.1616821,0.2573963,0.0003402641],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0115365,0.001650502,0.2621958,0.006109619,0.00488364,0.0002102541,0.000006184836,0.00009508774,0.7133124],"genre_scores_gemma":[0.7621954,0.0002108434,0.05360685,0.001452714,0.0001128366,0.000005637793,6.564355e-7,0.000004942336,0.1824101],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7506589,"threshold_uncertainty_score":0.9999009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3904465952732912,"score_gpt":0.5286459727958729,"score_spread":0.1381993775225817,"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."}}