{"id":"W7024905085","doi":"","title":"Testing for field use","year":2004,"lang":"en","type":"article","venue":"NPARC","topic":"Black Holes and Theoretical Physics","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.009954857,0.0007012188,0.0008515798,0.002835419,0.004210633,0.0034608,0.0025917,0.003207716,0.2914954],"category_scores_gemma":[0.07399411,0.0004202742,0.0007742957,0.000914988,0.00170376,0.004488274,0.002782805,0.002337677,0.1186119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001717748,"about_ca_system_score_gemma":0.005131087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006743198,"about_ca_topic_score_gemma":0.00979904,"domain_scores_codex":[0.9900721,0.002526797,0.0004798234,0.001156244,0.004303928,0.001461075],"domain_scores_gemma":[0.8735557,0.0207817,0.002667362,0.02464741,0.0668109,0.0115369],"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":[0.001584496,0.001234406,0.02812448,0.0004697804,0.0000568678,0.0009850062,0.002364314,0.0001518462,0.003731477,0.01203544,0.7477528,0.2015091],"study_design_scores_gemma":[0.0005864569,0.0009601756,0.09269464,0.0006960399,0.00007704776,0.001077108,0.005327811,0.00124011,0.007904395,0.01109658,0.8781905,0.0001491493],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.09299935,0.0007112673,0.005247896,0.03486028,0.01084947,0.003227925,0.009801009,0.002356271,0.8399466],"genre_scores_gemma":[0.3369984,0.0006007907,0.005221475,0.007029188,0.002622944,0.001913896,0.01027861,0.001312072,0.6340225],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7085046,"threshold_uncertainty_score":0.9751494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01951379222915731,"score_gpt":0.2486336667542281,"score_spread":0.2291198745250708,"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."}}