{"id":"W7100393812","doi":"","title":"P-Agents Seasonal Job Completion Model","year":2014,"lang":"en","type":"article","venue":"","topic":"Twentieth Century Scientific Developments","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Lexicographical order; Path (computing); Head (geology); Index (typography)","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002228931,0.00008727724,0.00008430403,0.00004798949,0.0002669079,0.0001979711,0.0001488034,0.0000175389,0.01098591],"category_scores_gemma":[0.00001302128,0.00007313936,0.00003999465,0.00001936485,0.00008899653,0.0001984715,0.00005184262,0.0000504846,0.001971134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002257408,"about_ca_system_score_gemma":0.00001603536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000249273,"about_ca_topic_score_gemma":0.0001547391,"domain_scores_codex":[0.99913,0.0000224599,0.0001386485,0.00019766,0.000307279,0.0002040253],"domain_scores_gemma":[0.9996576,0.00001150401,0.00003568502,0.0001455428,0.00007832235,0.00007129163],"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":[0.000004696652,0.00005024735,0.001331617,0.000009240352,0.00001432325,2.937297e-7,0.004160357,0.0001236302,0.00003994075,0.2954095,0.6946042,0.004251983],"study_design_scores_gemma":[0.0002307632,0.000007552699,0.004898104,0.000006311908,0.000004560921,3.942501e-7,0.0001581288,0.1008065,0.00001101136,0.003460222,0.8902856,0.0001308771],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1698785,0.000006498832,0.007636498,0.0004389229,0.01121423,0.0001354878,0.00002293102,0.0001871508,0.8104798],"genre_scores_gemma":[0.6379277,6.252347e-7,0.0009426504,0.000673616,0.0001103236,0.000003751643,0.00003311086,0.000007083353,0.3603012],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4680492,"threshold_uncertainty_score":0.9988059,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05277620038827537,"score_gpt":0.2294019345062989,"score_spread":0.1766257341180235,"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."}}