{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0005916259,0.001289062,0.001226352,0.0008491581,0.0001704661,0.0004729496,0.001203493,0.001219118,0.03306596],"category_scores_gemma":[0.0001109941,0.001206697,0.0007582164,0.001049207,0.0002024595,0.0001640288,0.0006620435,0.002182578,0.9745638],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006657313,"about_ca_system_score_gemma":0.001071133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007965192,"about_ca_topic_score_gemma":0.00002679112,"domain_scores_codex":[0.9946899,0.0002059214,0.0008731422,0.001763075,0.001144162,0.001323774],"domain_scores_gemma":[0.9970944,0.0001419464,0.0003545707,0.001776606,0.0002003547,0.0004321245],"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":[0.00002164968,0.00009092424,8.323252e-7,0.000701257,0.0002278662,0.0003609978,0.0006209314,0.00002609213,0.01158339,0.003093911,0.9803934,0.002878766],"study_design_scores_gemma":[0.0002816688,0.00009418301,0.000005606183,0.0008111782,0.0001908741,0.00006929685,0.00007143569,0.0001086665,0.005463108,0.00209073,0.9894682,0.001345036],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001090198,0.03593969,0.00004701818,0.00007033441,0.01737944,0.0007687743,0.01798306,0.001342031,0.9253795],"genre_scores_gemma":[0.040745,0.001157917,0.0004241058,0.0004880875,0.007764607,0.000638115,0.007644719,0.002473015,0.9386644],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9414979,"threshold_uncertainty_score":0.9999861,"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."}}