{"id":"W2276491903","doi":"10.1108/heswbl-02-2015-0004","title":"Psychological attributes and work-integrated learning: an international study","year":2016,"lang":"en","type":"article","venue":"Higher Education Skills and Work-based Learning","topic":"Perfectionism, Procrastination, Anxiety Studies","field":"Psychology","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; St. Jerome's University","funders":"Liverpool John Moores University","keywords":"Procrastination; Psychology; Originality; Variance (accounting); Value (mathematics); Sample (material); Social psychology; Mathematics; Statistics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005116606,0.0002713671,0.0002442158,0.0002066551,0.0005361329,0.0001630379,0.0001533409,0.0001560367,0.00182208],"category_scores_gemma":[0.0002450593,0.0002009133,0.00004748098,0.000435444,0.000180029,0.0002407063,0.00004428092,0.0004262488,0.0001138251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008575778,"about_ca_system_score_gemma":0.00004495675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003258578,"about_ca_topic_score_gemma":0.000005074841,"domain_scores_codex":[0.9978489,0.000518246,0.0003321063,0.0007413958,0.0002349816,0.0003243836],"domain_scores_gemma":[0.9986916,0.0004109061,0.0002112298,0.0002116369,0.0003148501,0.0001597365],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009842894,0.001530206,0.926439,0.00000302507,0.00007271614,0.000002020494,0.00105383,0.00003124124,0.00003528637,0.0003470196,0.002527439,0.06785975],"study_design_scores_gemma":[0.001197405,0.0004817582,0.9075968,0.00008137072,0.00003446779,0.000007208071,0.0002499393,5.398333e-7,0.000006533293,0.00005425566,0.09003358,0.0002560962],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931732,0.0005039425,0.0007570004,0.002668467,0.001677584,0.0003001957,0.000002492741,0.0002681297,0.0006489185],"genre_scores_gemma":[0.9665097,0.00008730418,0.0004635412,0.0002995602,0.0004396253,0.0001963716,0.00004686652,0.00003331347,0.03192369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08750614,"threshold_uncertainty_score":0.9990904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02612276748919425,"score_gpt":0.3471304103092885,"score_spread":0.3210076428200943,"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."}}