{"id":"W2955423549","doi":"10.1080/1360144x.2019.1631618","title":"Under the hood and in the ‘hood: exploring significant academic development relationships","year":2019,"lang":"en","type":"article","venue":"The International Journal for Academic Development","topic":"Educational and Psychological Assessments","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Sociology; Pedagogy; Mathematics education; Engineering ethics; Psychology; Engineering","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":[0.002109153,0.0004670415,0.0005019134,0.001218631,0.004079858,0.01245212,0.001407741,0.001805331,0.008491038],"category_scores_gemma":[0.004854321,0.0002869413,0.0004228165,0.001608262,0.008653274,0.01058569,0.00408453,0.005041516,0.001562742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001579115,"about_ca_system_score_gemma":0.003785439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00246991,"about_ca_topic_score_gemma":0.01012527,"domain_scores_codex":[0.9987697,0.0006933747,0.00004012981,0.00007913895,0.0002705108,0.0001471636],"domain_scores_gemma":[0.9953579,0.003691775,0.0002066396,0.0001664067,0.0002091277,0.0003680849],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000435181,0.00009977328,0.005707283,0.0006878725,0.00001933631,0.0004495869,0.182706,0.0001207013,0.0004847937,0.2787619,0.4022427,0.1286766],"study_design_scores_gemma":[0.000006690296,0.00005744672,0.009923703,0.001203504,0.00001336306,0.0007439063,0.1477394,0.0001775153,0.0002667092,0.0747961,0.7650384,0.00003329994],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0553961,0.08385354,0.01675039,0.3328118,0.03606652,0.0001321994,0.0004257978,0.0003336651,0.4742299],"genre_scores_gemma":[0.4831132,0.105062,0.02115233,0.06302951,0.02847208,0.0005974979,0.0005744186,0.000724831,0.2972742],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01245212,"threshold_uncertainty_score":0.02840537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2755754904650803,"score_gpt":0.4265365867457798,"score_spread":0.1509610962806995,"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."}}