{"id":"W4390168067","doi":"10.31234/osf.io/v8947","title":"How Much Should We Trust Non-Experimental Studies of Parental Monitoring?","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Child and Adolescent Psychosocial and Emotional Development","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Mental Health; Canadian Institutes of Health Research; National Institutes of Health","keywords":"Confounding; Covariate; Multivariate statistics; Parental monitoring; Psychology; Association (psychology); Demography; Outcome (game theory); Econometrics; Developmental psychology; Statistics; Mathematics; Sociology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.4616039,0.001829296,0.005522768,0.003251689,0.002998564,0.007650524,0.008128114,0.007366261,0.004980488],"category_scores_gemma":[0.6969379,0.0014047,0.003519761,0.003088553,0.03122204,0.02242079,0.007400929,0.01391503,0.001384443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004161011,"about_ca_system_score_gemma":0.008997389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007830316,"about_ca_topic_score_gemma":0.005347972,"domain_scores_codex":[0.6982946,0.255336,0.01388807,0.01085811,0.01982807,0.001795103],"domain_scores_gemma":[0.1524635,0.6611654,0.0342099,0.1144912,0.03273777,0.004932227],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.01334335,0.00488751,0.1060293,0.03349056,0.0184789,0.001205692,0.02005973,0.002901053,0.002824065,0.2882279,0.09159694,0.416955],"study_design_scores_gemma":[0.003556876,0.006279834,0.05789979,0.02492834,0.005509758,0.0008540943,0.009171313,0.003680757,0.004926508,0.6830306,0.1994494,0.0007127808],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.04780078,0.1933268,0.1190502,0.5638635,0.05582629,0.002606264,0.001709569,0.0006509377,0.01516573],"genre_scores_gemma":[0.4392802,0.09829874,0.1285582,0.2688628,0.04817284,0.01009518,0.001259066,0.0005288099,0.004944106],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5383961,"threshold_uncertainty_score":0.6639382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1691528214872824,"score_gpt":0.4014428503817156,"score_spread":0.2322900288944331,"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."}}