{"id":"W6950485127","doi":"10.5446/19464","title":"Lec. 13. \"Clean Natural Gases\" and More Review Problems","year":2012,"lang":"en","type":"other","venue":"TIB KMO / FLOWWORKS GmbH","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Natural (archaeology); General chemistry; Intermolecular force; Quarter (Canadian coin)","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":[0.0007527673,0.001348474,0.001710188,0.0004514764,0.0001379077,0.000127176,0.000817705,0.0009550498,0.01434631],"category_scores_gemma":[0.0001459766,0.001171357,0.0003267548,0.0007922744,0.0004140903,0.000247355,0.0003994263,0.001690335,0.01710464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002016922,"about_ca_system_score_gemma":0.0001070256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003033332,"about_ca_topic_score_gemma":0.0006146799,"domain_scores_codex":[0.9954141,0.0002867635,0.0007497008,0.001198367,0.0008989158,0.001452183],"domain_scores_gemma":[0.9967656,0.00008657563,0.0007411652,0.001738542,0.0001149397,0.0005532241],"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":[0.00001509573,0.0001048444,0.0001850432,0.004626407,0.0002697343,0.00003322163,0.0001211973,0.000002400396,0.00005505311,0.00007895708,0.9604983,0.03400979],"study_design_scores_gemma":[0.000716079,0.00003959838,0.0003468559,0.02551287,0.0006917201,0.0001249709,0.00001979404,0.00008323824,0.000008954355,0.00003143459,0.9709775,0.001447028],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.00008294022,0.6710876,0.00002978425,0.0003663701,0.001380648,0.003012695,0.0003303111,0.001623459,0.3220862],"genre_scores_gemma":[0.001326072,0.03888582,0.001278364,0.001727532,0.002354245,0.0001954633,0.001522399,0.00533602,0.9473741],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6322018,"threshold_uncertainty_score":0.9999266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01511698608963394,"score_gpt":0.2656868507261632,"score_spread":0.2505698646365292,"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."}}