{"id":"W4396540636","doi":"10.24124/2024/59479","title":"The Marshmallow Effect","year":2024,"lang":"en","type":"dissertation","venue":"","topic":"Animal Ecology and Behavior Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Geography","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":[0.003608177,0.0004178642,0.0003284017,0.00113615,0.007904782,0.004932365,0.001095881,0.002580642,0.04917172],"category_scores_gemma":[0.0166233,0.0003429433,0.0003856764,0.0007910833,0.01749538,0.008526515,0.01157152,0.005432794,0.00438387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003511618,"about_ca_system_score_gemma":0.002526906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006078582,"about_ca_topic_score_gemma":0.008230985,"domain_scores_codex":[0.9965919,0.001421114,0.00008262524,0.0004992334,0.0008764113,0.0005287387],"domain_scores_gemma":[0.9958657,0.002338613,0.0003716346,0.0006449913,0.0003958204,0.0003833571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000103769,0.00005175796,0.001124171,0.00008358599,0.000008561776,0.0003458311,0.0125474,0.00004992785,0.0003557688,0.8947514,0.05281803,0.03775979],"study_design_scores_gemma":[0.00007629082,0.00007502201,0.002487621,0.000259757,0.00002083546,0.0005655944,0.01742783,0.0001613414,0.001001166,0.1600778,0.8178134,0.00003334279],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03803889,0.001329713,0.005244971,0.04340404,0.001102604,0.00008825017,0.0001647875,0.0001469268,0.9104799],"genre_scores_gemma":[0.8110853,0.001317594,0.001795249,0.02570056,0.0003213338,0.0002346505,0.000120354,0.0002388987,0.159186],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04917172,"threshold_uncertainty_score":0.1644958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003457009939246292,"score_gpt":0.2519104557550764,"score_spread":0.2484534458158301,"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."}}