{"id":"W4405590822","doi":"10.1177/01461672241293504","title":"Recruitment Strategies Bias Sampling and Shape Replicability","year":2024,"lang":"en","type":"article","venue":"Personality and Social Psychology Bulletin","topic":"Behavioral Health and Interventions","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Replication (statistics); Psychology; Social psychology; Experiential learning; Sampling (signal processing); Experience sampling method; Narrative","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":[0.5737695,0.002646405,0.003398343,0.005808851,0.003873024,0.006084574,0.005087217,0.004839566,0.004748818],"category_scores_gemma":[0.7319573,0.002084801,0.002592823,0.00395162,0.01201264,0.006562913,0.007853722,0.004641513,0.002108858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002752932,"about_ca_system_score_gemma":0.005717316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001590522,"about_ca_topic_score_gemma":0.002559131,"domain_scores_codex":[0.3773987,0.5095732,0.03723256,0.02752602,0.04442377,0.003845726],"domain_scores_gemma":[0.3144135,0.383795,0.03845726,0.2200614,0.04054347,0.002729442],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.007897092,0.001969917,0.1578506,0.01176003,0.006427283,0.003799745,0.09119348,0.003899166,0.03128374,0.2541003,0.04525684,0.3845619],"study_design_scores_gemma":[0.005761877,0.007122137,0.1353456,0.009589258,0.003788291,0.002879878,0.01083932,0.03614762,0.04050956,0.5519083,0.1952031,0.0009051085],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1401427,0.006892374,0.7255789,0.01566007,0.006207959,0.06568566,0.001346129,0.001700106,0.03678612],"genre_scores_gemma":[0.4974912,0.001179064,0.3843544,0.008469174,0.001261819,0.1017063,0.0007925991,0.0006146639,0.004130806],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4262305,"threshold_uncertainty_score":0.5256181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4021378399430547,"score_gpt":0.5125380637759964,"score_spread":0.1104002238329417,"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."}}