{"id":"W2909403887","doi":"","title":"Parents With and Without Disabilities: Demographics, Material Hardship, and Program Participation","year":2018,"lang":"en","type":"article","venue":"ScholarSpace (University of Hawaii at Manoa)","topic":"Family and Disability Support Research","field":"Psychology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences North","funders":"","keywords":"Demographics; License; Scope (computer science); Attribution; Work (physics); Index (typography); Psychology; Gerontology; Political science; Sociology; Social psychology; Demography; Medicine; Engineering; Law; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004000547,0.0001543347,0.0002362583,0.0001123284,0.0004061034,0.00005764232,0.0001647106,0.0001436608,0.001067574],"category_scores_gemma":[0.00004718458,0.0001574652,0.00003988707,0.0002039116,0.00215766,0.0004091037,0.0002227755,0.0001644351,0.00005427514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003603402,"about_ca_system_score_gemma":0.00002819811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007433376,"about_ca_topic_score_gemma":0.003319599,"domain_scores_codex":[0.998565,0.0002043154,0.00009723341,0.0004784651,0.0002809396,0.0003740636],"domain_scores_gemma":[0.999096,0.00006241774,0.00007895008,0.0003922718,0.0001510847,0.0002192884],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001282287,0.0002458951,0.9870228,0.00007959256,0.00008825694,0.000005393184,0.004895745,1.021018e-7,0.0002539967,0.001655749,0.0006310571,0.003839183],"study_design_scores_gemma":[0.001470658,0.001251329,0.9380973,0.00004401987,0.00007569818,0.00001319735,0.05393147,0.00001662468,0.0001080622,0.0001844663,0.004601063,0.000206092],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909782,0.0000513406,0.00003000671,0.0008204692,0.0001125519,0.0005168403,0.00004382483,0.00007934464,0.007367377],"genre_scores_gemma":[0.997097,0.00001962449,0.001021736,0.00002396833,0.00003454275,0.000004742317,0.00002614739,0.00001404371,0.001758164],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04903572,"threshold_uncertainty_score":0.9998456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.030320901859644,"score_gpt":0.3214369516062266,"score_spread":0.2911160497465826,"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."}}