{"id":"W2921249717","doi":"10.3389/fpsyg.2019.00474","title":"Undergraduate Research Assistant Leadership for Rigorous, High Quality Research","year":2019,"lang":"en","type":"article","venue":"Frontiers in Psychology","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Psychology; Quality (philosophy); Undergraduate research; Medical education; Applied psychology; Medicine; Epistemology","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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.06359421,0.001731236,0.002202248,0.004634152,0.00377955,0.009532381,0.002410463,0.005153941,0.4087928],"category_scores_gemma":[0.2078865,0.001426249,0.001181935,0.003187448,0.003183413,0.004638525,0.01041309,0.007476429,0.3056807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00309088,"about_ca_system_score_gemma":0.03501806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00109951,"about_ca_topic_score_gemma":0.003864213,"domain_scores_codex":[0.9499643,0.01785826,0.004226228,0.005678466,0.017435,0.004837689],"domain_scores_gemma":[0.5122086,0.04536785,0.02565855,0.05037658,0.1901794,0.176209],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003526174,0.0002029024,0.002473219,0.0008356573,0.00003804037,0.0002054699,0.0005558383,0.00007875184,0.003556495,0.004034429,0.8454869,0.1421797],"study_design_scores_gemma":[0.0002927467,0.0004171943,0.01328272,0.000923702,0.00002899514,0.0006350693,0.001426478,0.0006355704,0.001457396,0.007744612,0.9730936,0.00006195832],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01823233,0.008111199,0.07396466,0.4015602,0.1237836,0.0123462,0.01258472,0.01523502,0.3341821],"genre_scores_gemma":[0.1001739,0.006264648,0.06352511,0.05973696,0.05044435,0.01419474,0.007942185,0.003986109,0.6937321],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9364058,"threshold_uncertainty_score":0.8432854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4064975451921821,"score_gpt":0.5130605467395012,"score_spread":0.1065630015473191,"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."}}