{"id":"W2340127958","doi":"10.15200/winn.146161.19055","title":"Families and Work: Making it Work. Full Transcript of Directed Discussion on Family and Work Balance at Pacifichem Conference 2015, Honolulu, HI, USA","year":2016,"lang":"en","type":"dataset","venue":"The Winnower","topic":"Work-Family Balance Challenges","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Work (physics); Demographics; Balance (ability); Public relations; Library science; Sociology; Gender balance; Political science; Psychology; Engineering; Computer science; Gender studies","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001035445,0.0006143635,0.0008412548,0.0001659987,0.0006176756,0.0001674933,0.00101963,0.0006436705,0.0004182754],"category_scores_gemma":[0.0002071865,0.0003457812,0.0001155469,0.0007034657,0.001774778,0.0002086188,0.0003198482,0.0006425978,0.00009083015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001707851,"about_ca_system_score_gemma":0.0001390462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001390626,"about_ca_topic_score_gemma":0.001218925,"domain_scores_codex":[0.9962935,0.0005669184,0.000554328,0.0008717162,0.0008825384,0.0008309826],"domain_scores_gemma":[0.9974219,0.000700216,0.0005050916,0.001030453,0.00017581,0.0001665438],"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":[0.0004799335,0.00005943729,0.006316029,0.00006447466,0.00007321493,0.000005110107,0.006360161,5.652469e-7,0.0001808231,0.00004009864,0.9819601,0.004460044],"study_design_scores_gemma":[0.0005194332,0.00006404452,0.03720668,0.003402353,0.00009432067,0.000001158354,0.00341037,2.974013e-7,0.00001769093,0.0001704727,0.9544523,0.0006608994],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.1785122,0.02594151,0.00006093253,0.02652941,0.006001646,0.003365218,0.7420697,0.00054437,0.016975],"genre_scores_gemma":[0.7682115,0.09329054,0.000259856,0.001269209,0.002390313,0.000320445,0.08697483,0.0002402578,0.047043],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6550949,"threshold_uncertainty_score":0.9998994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03569456644157625,"score_gpt":0.2927524830627363,"score_spread":0.2570579166211601,"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."}}