{"id":"W7160684170","doi":"","title":"The Living Data Project","year":2024,"lang":"","type":"other","venue":"OSF Preprints (OSF Preprints)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Data collection; Information system; Work (physics); Data system","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01635352,0.001248114,0.001440037,0.006922498,0.006027848,0.0103414,0.00443361,0.002065205,0.162698],"category_scores_gemma":[0.05032684,0.001026636,0.001268251,0.01221523,0.002237224,0.006312651,0.009961613,0.003202324,0.1489802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.014177,"about_ca_system_score_gemma":0.05933609,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6188706,"about_ca_topic_score_gemma":0.5061021,"domain_scores_codex":[0.9821676,0.002939029,0.000749101,0.002073376,0.01012742,0.001943476],"domain_scores_gemma":[0.9213594,0.006394199,0.001645413,0.02003101,0.03902937,0.01154056],"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":[0.00004018521,0.00001550066,0.0006555768,0.00005648171,0.000009374119,0.00001110946,0.0001118427,0.00004749071,0.00007599735,0.007999649,0.9770201,0.01395659],"study_design_scores_gemma":[0.00001967111,0.000004885925,0.001408177,0.00008267115,0.000007683311,0.00001602626,0.0002392683,0.0001337166,0.0002420289,0.002491405,0.9953311,0.00002333153],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.002024126,0.0007640995,0.008306301,0.01504821,0.001661194,0.0004693517,0.7358537,0.01303604,0.222837],"genre_scores_gemma":[0.009209189,0.0008206941,0.01388287,0.003491619,0.0003689807,0.0005457875,0.7652407,0.01686466,0.1895754],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6188706,"threshold_uncertainty_score":0.766748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04281468199015732,"score_gpt":0.3151437682477765,"score_spread":0.2723290862576191,"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."}}