{"id":"W4200583225","doi":"10.1002/essoar.10507959.1","title":"Observational Constraints on Southern Ocean Cloud-phase Feedback","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Ocean Acidification Effects and Responses","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Preprint; Observational study; Cloud computing; World Wide Web; Computer science; Medicine; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002234372,0.0003495109,0.0003117055,0.0006662488,0.0002682334,0.0007688251,0.0002523419,0.0002976277,0.002446352],"category_scores_gemma":[0.006159524,0.0002400441,0.0003216202,0.0007105796,0.0003992456,0.0006612798,0.0008683064,0.0002796276,0.0002173215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005239842,"about_ca_system_score_gemma":0.0003763651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0135053,"about_ca_topic_score_gemma":0.01394219,"domain_scores_codex":[0.9993581,0.0002160042,0.00006498978,0.0001300014,0.0001697059,0.0000610873],"domain_scores_gemma":[0.9949426,0.002763767,0.0009510132,0.0006169781,0.0005489165,0.0001766868],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004802782,0.0000362841,0.9316214,0.0002261799,0.000279838,0.0001718907,0.0002953996,0.02008834,0.02844409,0.00378303,0.0008479495,0.01372531],"study_design_scores_gemma":[0.00003523468,0.00002226925,0.9834899,0.00002815524,0.00006003655,0.00004210007,0.0001191054,0.009863136,0.001695721,0.002581378,0.002045423,0.00001757142],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904255,0.0005097444,0.001689115,0.0002755233,0.00001359155,0.000005555493,0.002742656,0.00006231148,0.004275933],"genre_scores_gemma":[0.9976864,0.0001526332,0.0002736257,0.00004832079,0.00001292758,0.000004277518,0.001717697,0.00001004912,0.00009403174],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0135053,"threshold_uncertainty_score":0.02685338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0564664265750159,"score_gpt":0.2800023713186517,"score_spread":0.2235359447436358,"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."}}