{"id":"W7110584477","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":[0.01635352,0.001248116,0.001440036,0.006922504,0.006027843,0.0103414,0.004433611,0.002065204,0.1626981],"category_scores_gemma":[0.05032689,0.001026636,0.001268252,0.01221522,0.002237223,0.006312656,0.009961617,0.003202324,0.1489803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01417698,"about_ca_system_score_gemma":0.05933595,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6188695,"about_ca_topic_score_gemma":0.5061011,"domain_scores_codex":[0.9821675,0.002939031,0.0007491024,0.002073377,0.01012743,0.001943476],"domain_scores_gemma":[0.9213594,0.006394202,0.001645414,0.02003104,0.03902941,0.01154055],"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":[0.00004018522,0.00001550066,0.0006555766,0.00005648172,0.00000937412,0.00001110945,0.0001118425,0.00004749071,0.00007599736,0.007999638,0.9770203,0.01395658],"study_design_scores_gemma":[0.00001967111,0.000004885925,0.001408175,0.00008267124,0.000007683305,0.00001602626,0.0002392678,0.0001337168,0.0002420287,0.002491402,0.9953311,0.00002333151],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.002024125,0.0007640981,0.008306303,0.01504819,0.001661195,0.0004693517,0.7358539,0.01303605,0.2228369],"genre_scores_gemma":[0.009209186,0.0008206938,0.01388287,0.003491615,0.0003689809,0.0005457875,0.7652412,0.01686469,0.189575],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6188695,"threshold_uncertainty_score":0.76675,"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."}}