{"id":"W4313464668","doi":"10.1525/collabra.57538","title":"A Roadmap to Large-Scale Multi-Country Replications in Psychology","year":2022,"lang":"en","type":"article","venue":"Collabra Psychology","topic":"Mental Health Research Topics","field":"Psychology","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Child, Adolescent and Family Mental Health","funders":"","keywords":"Scope (computer science); Scale (ratio); Replication (statistics); Data science; Psychology; Engineering ethics; Political science; Computer science; Public relations; Management science; 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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.6682515,0.005207426,0.007735025,0.01413266,0.009602983,0.0208086,0.01231052,0.01335983,0.01662209],"category_scores_gemma":[0.6996117,0.003900038,0.01132161,0.01471404,0.02257568,0.04146013,0.0372196,0.02227304,0.005241412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0149285,"about_ca_system_score_gemma":0.1062538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01137898,"about_ca_topic_score_gemma":0.01081143,"domain_scores_codex":[0.3525691,0.5809671,0.02221335,0.01492751,0.02195442,0.007368497],"domain_scores_gemma":[0.07720079,0.6026493,0.01698307,0.2013611,0.08571662,0.01608916],"domain_codex":"methods","domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.002424163,0.003978041,0.0244727,0.02423862,0.003697137,0.001487097,0.05442257,0.006998395,0.003902617,0.183126,0.05839671,0.632856],"study_design_scores_gemma":[0.0034812,0.005200515,0.02918951,0.04642588,0.00166926,0.0009885048,0.03918542,0.007453632,0.003015471,0.5946696,0.2677802,0.0009407629],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02593243,0.08531868,0.5803719,0.2264739,0.02048365,0.02946248,0.002085143,0.004282665,0.02558922],"genre_scores_gemma":[0.0772795,0.01380357,0.8645636,0.01205774,0.002624697,0.02591467,0.001337379,0.0008525142,0.001566303],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3317485,"threshold_uncertainty_score":0.409105,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09352218530000976,"score_gpt":0.5048774426417363,"score_spread":0.4113552573417265,"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."}}