{"id":"W4254700382","doi":"10.14322/publons.r2627663","title":"10.14322/publons.r2627663","year":2000,"lang":"en","type":"dataset","venue":"Time to knit","topic":"Innovation and Socioeconomic Development","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Reflection (computer programming); Sustainable development; Rural development; Geography; Political science; Computer science; Archaeology; Agriculture","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003146041,0.0003337227,0.0003606918,0.000535926,0.0001777127,0.0004560926,0.0005531111,0.0002272236,0.9954065],"category_scores_gemma":[0.0000474606,0.0003544397,0.00008557607,0.0003566729,0.00003112987,0.0003425896,0.0002313369,0.0002380738,0.9969171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009889667,"about_ca_system_score_gemma":0.00007868621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001559367,"about_ca_topic_score_gemma":0.0000017036,"domain_scores_codex":[0.9985551,0.000006762959,0.0004456523,0.0004012038,0.000225528,0.0003657562],"domain_scores_gemma":[0.9991716,0.00001787199,0.0002117569,0.0004535192,0.0001235509,0.00002176927],"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":[0.00002093845,0.00004146962,6.5655e-8,0.00005550196,0.00003826065,0.000006899268,0.000001121381,0.000003907878,1.085675e-7,0.000009514443,0.9563741,0.04344812],"study_design_scores_gemma":[0.0002238963,0.00000514432,0.00001095429,0.00003584085,0.00003789692,0.000001025271,0.000001268207,0.00001374183,1.551585e-7,0.00001357553,0.9991879,0.0004685661],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000003271371,0.000007906824,9.290169e-8,0.0006997712,0.0000483805,0.000266943,0.2807163,0.0001081182,0.7181492],"genre_scores_gemma":[5.753581e-8,3.094958e-7,0.00001252384,0.002271654,0.0007916055,0.0000286636,0.4774995,0.00001927641,0.5193763],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1987728,"threshold_uncertainty_score":0.9998907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007756683377700923,"score_gpt":0.1742770116780122,"score_spread":0.1665203283003113,"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."}}