{"id":"W4249952552","doi":"10.1007/978-1-4939-7131-2_101215","title":"Social Yield","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Gender, Labor, and Family Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Yield (engineering); Sociology; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004627959,0.0006730539,0.000357327,0.001017187,0.002939363,0.00407128,0.0006483946,0.00116152,0.1350941],"category_scores_gemma":[0.001540822,0.0001943189,0.0003094058,0.0007999144,0.003280361,0.002971454,0.003508728,0.001965577,0.03417473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002897751,"about_ca_system_score_gemma":0.001627967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00306671,"about_ca_topic_score_gemma":0.004500734,"domain_scores_codex":[0.9995703,0.00007420017,0.00001241666,0.0001101261,0.0001609589,0.0000719653],"domain_scores_gemma":[0.999761,0.00003317672,0.0000133191,0.00005444991,0.0000912395,0.00004673516],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001014156,0.0000161702,0.000185363,0.00003032179,0.000003470307,0.00004881395,0.0009149784,0.000101931,0.0002339711,0.9219293,0.03764332,0.03888228],"study_design_scores_gemma":[0.000003201351,0.00001308762,0.0005890551,0.00005198049,0.000002908139,0.00006696583,0.0007149523,0.00009461093,0.0002184984,0.1643329,0.8339074,0.000004480295],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001595802,0.0005068918,0.001431914,0.001689547,0.0002547957,0.00001918655,0.00009498309,0.00004282983,0.9943641],"genre_scores_gemma":[0.07681132,0.001484273,0.000893351,0.0006927082,0.00042704,0.0000666034,0.000205696,0.0001199559,0.919299],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1350941,"threshold_uncertainty_score":0.4519349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05451621201566337,"score_gpt":0.2952321713678314,"score_spread":0.2407159593521681,"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."}}