{"id":"W4285008741","doi":"10.1037/apl0001028","title":"Toward a holistic perspective of congruence research with the polynomial regression model.","year":2022,"lang":"en","type":"article","venue":"Journal of Applied Psychology","topic":"Families in Therapy and Culture","field":"Psychology","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Congruence (geometry); PsycINFO; Psychology; Social psychology; MEDLINE; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00164751,0.0001455462,0.0003475567,0.0002076778,0.000305493,0.00001068579,0.0009455367,0.0001190633,0.001099158],"category_scores_gemma":[0.00002289714,0.00008376835,0.0001030699,0.000486539,0.0007971858,0.00003405446,0.000102819,0.001786247,0.00001064361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001234369,"about_ca_system_score_gemma":0.0001205055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002489231,"about_ca_topic_score_gemma":0.000004436286,"domain_scores_codex":[0.9979384,0.000447266,0.0003899915,0.0002766375,0.0005984077,0.000349291],"domain_scores_gemma":[0.9983603,0.0002544495,0.0004875851,0.0004660083,0.0003603676,0.00007131807],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.04991044,0.001486429,0.000136733,0.00002026852,0.0008409153,0.0003473564,0.1518378,0.006083968,0.02723106,0.2708071,0.4840665,0.007231323],"study_design_scores_gemma":[0.02115148,0.01605906,0.005793941,0.00009447656,0.0003416209,0.006950212,0.6371157,0.0004252363,0.001509924,0.1464154,0.1631392,0.001003879],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7388519,0.002308653,0.001365625,0.01231213,0.001659686,0.0005404778,0.00003514718,0.00001741345,0.242909],"genre_scores_gemma":[0.9971514,0.00004129575,0.0003901141,0.001334598,0.0002558467,0.00005537547,0.000001032223,0.00002237442,0.000748007],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4852779,"threshold_uncertainty_score":0.999814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1318351353258274,"score_gpt":0.4366951734899887,"score_spread":0.3048600381641612,"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."}}