{"id":"W3160165415","doi":"10.31234/osf.io/rm265","title":"Try smarter, not harder: Exploration and strategy diversity are related to infant persistence","year":2021,"lang":"en","type":"article","venue":"","topic":"Early Childhood Education and Development","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Ontario Research Foundation","keywords":"Persistence (discontinuity); Diversity (politics); Task (project management); Exploratory research; Psychology; Face (sociological concept); Coding (social sciences); Computer science; Cognitive psychology; Economics; Political science; Sociology; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001762933,0.0003356658,0.0003088812,0.0007658807,0.0002698147,0.00128627,0.0004495277,0.0006679402,0.00201142],"category_scores_gemma":[0.01750009,0.0003408252,0.0003001232,0.0003971357,0.001215601,0.0009136582,0.001280583,0.001155211,0.0002251949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002918649,"about_ca_system_score_gemma":0.0003212978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001517566,"about_ca_topic_score_gemma":0.001906272,"domain_scores_codex":[0.9988964,0.0002481845,0.00009524701,0.0002122822,0.0003991715,0.0001487117],"domain_scores_gemma":[0.986969,0.004502898,0.005437541,0.000927335,0.0008566102,0.001306496],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002445131,0.0001811126,0.9679407,0.00008614848,0.00008725945,0.0006972938,0.004441371,0.0003159178,0.00704315,0.0007164667,0.0002083218,0.01803777],"study_design_scores_gemma":[0.000002090656,0.0001481383,0.9972313,0.00002806507,0.00001807122,0.0004742165,0.0006922843,0.0003734558,0.0004428798,0.0003893063,0.0001891449,0.00001106268],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982904,0.0003026758,0.0002693004,0.00008194328,0.000002222344,0.000005034529,0.00003229724,0.00001234613,0.001003834],"genre_scores_gemma":[0.998894,0.0001853991,0.0004817342,0.00001869185,0.000003255047,0.00001256073,0.0000496507,0.000008793859,0.0003459573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00201142,"threshold_uncertainty_score":0.009323359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06476222401223475,"score_gpt":0.2918896796946489,"score_spread":0.2271274556824142,"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."}}