{"id":"W4239691108","doi":"10.1190/tle35050463.1","title":"Reviews","year":2016,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Geological and Geophysical Studies","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"College of Veterinarians of British Columbia","funders":"","keywords":"Philosophy; Humanities; Library science; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001603245,0.00004664701,0.00008751728,0.000004260547,0.000115596,0.000007715588,0.0001350502,0.00001211042,0.001462502],"category_scores_gemma":[0.00008647761,0.00001391305,0.00003704658,0.0000597308,0.00008957501,0.00003220602,0.000009752502,0.00003380179,0.04455826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":6.421465e-7,"about_ca_system_score_gemma":0.00000129769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005656905,"about_ca_topic_score_gemma":0.0001238182,"domain_scores_codex":[0.9996252,0.00004167379,0.00006227436,0.00007958151,0.00004852533,0.0001427188],"domain_scores_gemma":[0.9996626,0.0001995665,0.00001867694,0.0000867771,0.000005241952,0.00002712392],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000416702,0.000003076732,0.0648422,0.000002686126,0.000003925318,0.000001016089,0.00005970949,0.000001336162,0.00005218704,0.0005234281,0.0166261,0.9178802],"study_design_scores_gemma":[0.00003915063,0.00003121495,0.3341236,0.00001256408,0.000003351665,0.000001030472,0.000003821296,0.000006743734,0.00004231462,0.009412845,0.6562775,0.00004575515],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5943878,0.008992731,0.0003413099,0.04094351,0.0009780924,0.0003171362,0.00001397116,0.0001445724,0.3538809],"genre_scores_gemma":[0.9742586,0.0004024656,0.00003230352,0.0006994798,0.0002108558,7.716541e-7,5.879994e-7,4.703646e-7,0.02439448],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9178344,"threshold_uncertainty_score":0.9994503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05012537704093709,"score_gpt":0.2347171066164997,"score_spread":0.1845917295755627,"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."}}