{"id":"W4399273381","doi":"10.11645/18.1.594","title":"Cruel optimism, or, this time will be different!","year":2024,"lang":"en","type":"article","venue":"Journal of Information Literacy","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Optimism; Psychology; Social 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":[0.01560558,0.0008953068,0.0009291959,0.001365349,0.00886545,0.01919849,0.001905809,0.006030263,0.009061487],"category_scores_gemma":[0.03946294,0.0004447809,0.000883093,0.0009941283,0.06555577,0.03477409,0.01091125,0.02014773,0.004339997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005891672,"about_ca_system_score_gemma":0.006000463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003980459,"about_ca_topic_score_gemma":0.00357186,"domain_scores_codex":[0.9835265,0.00933276,0.0005582944,0.00198286,0.003176178,0.001423368],"domain_scores_gemma":[0.9810207,0.006616214,0.001913458,0.00289285,0.004041221,0.003515561],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001512806,0.00009590585,0.001891167,0.0003822097,0.00008359498,0.0004714135,0.103048,0.000198869,0.001059206,0.7493193,0.1102661,0.03303297],"study_design_scores_gemma":[0.00003523553,0.00008369512,0.0008362017,0.0006773011,0.0000332901,0.0004834241,0.07531218,0.000256715,0.0004852394,0.4359149,0.4857624,0.0001194154],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01745385,0.00949046,0.0132293,0.8464562,0.01065335,0.00005689067,0.00009203699,0.0002785897,0.1022893],"genre_scores_gemma":[0.6314784,0.009054684,0.01242501,0.2721898,0.007315855,0.0001976132,0.000156995,0.0006492036,0.06653243],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01919849,"threshold_uncertainty_score":0.08253121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01214315942176496,"score_gpt":0.301001201441212,"score_spread":0.288858042019447,"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."}}