{"id":"W2105613375","doi":"10.1177/0192513x13506706","title":"Tapping Into the Complexity","year":2013,"lang":"en","type":"article","venue":"Journal of Family Issues","topic":"Gender Roles and Identity Studies","field":"Social Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Scripting language; Ambivalence; Psychology; Path analysis (statistics); Social psychology; Structural equation modeling; Association (psychology); Relation (database); Developmental psychology; Gender studies; Sociology; Computer 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":[],"consensus_categories":[],"category_scores_codex":[0.0006099237,0.00004880156,0.000132358,0.00003657771,0.0005928003,0.0001790731,0.0002959809,0.00002417622,0.00005174824],"category_scores_gemma":[0.0001366265,0.0000297089,0.00008184805,0.0001108691,0.0001769097,0.0002851649,0.00004798756,0.0001201979,0.00008603483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003651893,"about_ca_system_score_gemma":0.00004150187,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01475563,"about_ca_topic_score_gemma":0.001676886,"domain_scores_codex":[0.9991281,0.000113548,0.0002040285,0.00004520339,0.000365901,0.0001432049],"domain_scores_gemma":[0.9993976,0.00003011147,0.0001542374,0.00006765889,0.0002984169,0.00005199873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007173438,0.00008296742,0.02259226,0.00001636573,0.0001915774,0.000007537255,0.3042265,0.00001378393,0.001417354,0.0170739,0.6332003,0.02117022],"study_design_scores_gemma":[0.0001128474,0.00004194439,0.1635448,0.00002499822,0.00001700902,0.000001373776,0.3648321,0.000007919082,0.00002854894,0.04812762,0.4231934,0.00006737057],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8683248,0.007132601,0.00009488951,0.1094046,0.0006793632,0.0001037836,2.067178e-7,0.00001157702,0.01424811],"genre_scores_gemma":[0.9945242,0.002122826,0.0007152534,0.0005395441,0.0006458484,0.00000109908,4.818189e-8,0.000002795982,0.001448345],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2100069,"threshold_uncertainty_score":0.9918052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1240579031978675,"score_gpt":0.367548447433412,"score_spread":0.2434905442355445,"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."}}