{"id":"W2599001069","doi":"10.19181/snsp.2017.5.1.4991","title":"Dynamics of Three-Dimensional Model {g} Family Orientation (Samples 1976-2000-2014)","year":2017,"lang":"en","type":"article","venue":"Sociologicheskaja nauka i social naja praktika","topic":"Socioeconomic and Demographic Analysis","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Normative; Dynamics (music); Population; Orientation (vector space); Psychology; Quarter (Canadian coin); Social psychology; Developmental psychology; Demography; Sociology; Mathematics; Geography; Political science; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.000930109,0.0003292403,0.0006006088,0.00006434632,0.001618691,0.00006451843,0.0008326989,0.0005414849,0.0006450119],"category_scores_gemma":[0.0002189537,0.0003072455,0.0005214888,0.0001252886,0.002362344,0.0004336074,0.0004817276,0.000356126,0.000323603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005164105,"about_ca_system_score_gemma":0.0001180065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001765886,"about_ca_topic_score_gemma":0.0007182953,"domain_scores_codex":[0.9976432,0.000132497,0.000585132,0.0006637986,0.0004573583,0.0005179654],"domain_scores_gemma":[0.998108,0.0002071716,0.00093453,0.0005667844,0.00005682028,0.0001267208],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001202909,0.0002646624,0.9531076,0.00002213626,0.0003404636,0.000005113609,0.002898476,0.00528311,0.001673721,0.0168624,0.01259398,0.006828041],"study_design_scores_gemma":[0.001335098,0.0001380129,0.7583495,0.00001129762,0.0003055933,0.000001755799,0.002643401,0.06279508,0.0001330396,0.1729768,0.0004825956,0.0008277889],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9799248,0.0001635776,0.004148367,0.001410861,0.0002063158,0.0002835052,0.0001330515,0.00008376205,0.01364573],"genre_scores_gemma":[0.9945738,0.00007859503,0.003839333,0.0003915811,0.0001569387,0.00002797148,0.0001074262,0.0000271846,0.0007971519],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.194758,"threshold_uncertainty_score":0.999938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03407822220389566,"score_gpt":0.2739331938525177,"score_spread":0.2398549716486221,"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."}}