{"id":"W2995590052","doi":"10.3138/cjpe.67854","title":"Anne Vo and Christina A. Christie (Eds.). (2015). <i>Evaluation Use and Decision Making in Society: A Tribute to Marvin C. Alkin.</i>","year":2019,"lang":"en","type":"article","venue":"Canadian Journal of Program Evaluation","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Tribute; Sociology; Psychology; Art history; Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.02814925,0.0002031117,0.0003983124,0.0008818657,0.0001897675,0.001007746,0.0003078034,0.0001343483,0.001135642],"category_scores_gemma":[0.004693377,0.0001713324,0.00009761785,0.001124626,0.00007407059,0.001368798,0.00004709563,0.0002766658,0.00005959097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005685101,"about_ca_system_score_gemma":0.002841292,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006071989,"about_ca_topic_score_gemma":0.0207735,"domain_scores_codex":[0.9945235,0.000560677,0.001199699,0.0004424837,0.002866321,0.0004072818],"domain_scores_gemma":[0.9947509,0.0007542936,0.0006853357,0.0003520444,0.00292693,0.0005305571],"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":[0.00006330317,0.00002638219,0.1004903,0.000007847206,0.0000144111,0.000003641023,0.001091934,0.002497232,0.00006644265,0.0000318404,0.01052303,0.8851837],"study_design_scores_gemma":[0.002949859,0.0007857153,0.5986203,0.0003577574,0.0001027477,0.00007849902,0.00110423,0.3284311,0.00002503893,0.007217056,0.06004484,0.000282835],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892122,0.002665345,0.001927972,0.002917738,0.0006654882,0.002385772,0.00001914865,0.000007739707,0.0001986016],"genre_scores_gemma":[0.9832854,0.00009028534,0.01573491,0.0005734625,0.0001137198,0.0000773916,0.00001910659,0.0000161424,0.00008961911],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8849009,"threshold_uncertainty_score":0.9997774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1916926622850731,"score_gpt":0.4845022894400607,"score_spread":0.2928096271549876,"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."}}