{"id":"W4206630350","doi":"10.18438/eblip30024","title":"Relationship Between Academic Library Workers’ Outlooks on Life, Personality, and Goal-Setting Behavior and Achievement","year":2021,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Library Science and Administration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Demographics; Set (abstract data type); Psychology; Medical education; Professional development; Computer-assisted web interviewing; Applied psychology; Computer science; Medicine; Pedagogy; Sociology","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":["scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.0009263108,0.0001329472,0.0001225949,0.0001190412,0.0009341665,0.00123148,0.0001478183,0.0001630324,0.0001641028],"category_scores_gemma":[0.002550191,0.0001314534,0.00002653255,0.0004545951,0.0002278185,0.2198346,0.0001257898,0.0004326074,0.00001957283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008091723,"about_ca_system_score_gemma":0.0007812298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001455138,"about_ca_topic_score_gemma":2.40407e-7,"domain_scores_codex":[0.9981179,0.0005804527,0.0004042017,0.0002399889,0.0004359718,0.0002215206],"domain_scores_gemma":[0.9955567,0.003653761,0.0003018403,0.0001366499,0.0000257195,0.0003253534],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005890249,0.00001785511,0.8467789,0.00004642612,0.000004494784,0.000003455394,0.002369431,0.00000285674,0.000004563724,0.142496,0.001403483,0.00681365],"study_design_scores_gemma":[0.0002194546,0.00009494573,0.8508551,0.0002157815,0.0000422196,0.000004021073,0.009503421,0.00004753116,0.0002210629,0.0005709163,0.1380456,0.0001799643],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6621713,0.0007525976,0.0001286761,0.323212,0.0001331593,0.0004044122,0.00002802932,0.0001509361,0.01301887],"genre_scores_gemma":[0.9565784,0.0008382931,0.00245069,0.03871999,0.0002478003,0.00002314871,0.00010008,0.000007070721,0.00103448],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2944072,"threshold_uncertainty_score":0.9998053,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05829627439757022,"score_gpt":0.3376384414260689,"score_spread":0.2793421670284987,"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."}}