{"id":"W4404065632","doi":"10.70472/path2112","title":"Pathways","year":2024,"lang":"en","type":"paratext","venue":"Pathways.","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003063925,0.0004515912,0.0004037397,0.001303867,0.004624548,0.008070083,0.00163615,0.002887196,0.5620893],"category_scores_gemma":[0.0178209,0.0004159013,0.000547013,0.001903295,0.0009778995,0.003502287,0.003668174,0.003562925,0.2448156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01474306,"about_ca_system_score_gemma":0.06058517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2265329,"about_ca_topic_score_gemma":0.405804,"domain_scores_codex":[0.9961761,0.0006292304,0.0001776733,0.0003587441,0.001729149,0.0009290886],"domain_scores_gemma":[0.9855313,0.001219342,0.0002417968,0.0005460625,0.007657697,0.004803879],"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":[0.00001097325,0.000006788945,0.0001034588,0.00005047708,0.000001331622,0.00001867335,0.00007079602,0.00001836813,0.00001157661,0.008834836,0.9749405,0.01593231],"study_design_scores_gemma":[0.000005771605,0.000002826012,0.0001157926,0.00007514126,8.519818e-7,0.00001239401,0.00009890697,0.00001189267,0.00001086451,0.0009322022,0.9987304,0.000002840907],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005132417,0.0008899997,0.0007344854,0.04442418,0.002873646,0.0002553703,0.013248,0.0008795654,0.9361815],"genre_scores_gemma":[0.005460738,0.001179826,0.001212429,0.01360677,0.0003106433,0.0002187421,0.006933015,0.0007922789,0.9702856],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4379107,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04990190444227872,"score_gpt":0.2712711379921872,"score_spread":0.2213692335499085,"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."}}