{"id":"W7005629125","doi":"","title":"Review: William K. Carroll and Kanchan Sarker (eds), A World to Win","year":2017,"lang":"en","type":"article","venue":"MURAL - Maynooth University Research Archive Library (National University of Ireland, Maynooth)","topic":"Aquatic Invertebrate Ecology and Behavior","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scope (computer science); Tribute; Solidarity; Social movement; Tone (literature); Politics","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","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006132895,0.000229127,0.0003569653,0.0003941584,0.001834341,0.00005846681,0.001417293,0.0001067211,0.009771805],"category_scores_gemma":[0.0001314529,0.0002531484,0.0001350781,0.0004428577,0.001770803,0.001766787,0.002309903,0.000523072,0.0009468544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001732329,"about_ca_system_score_gemma":0.0001593163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001138674,"about_ca_topic_score_gemma":0.002709576,"domain_scores_codex":[0.9974136,0.000446161,0.0001781619,0.0006353671,0.0007574654,0.0005692703],"domain_scores_gemma":[0.9984689,0.0003169699,0.0001811931,0.0005010293,0.00006641138,0.0004654591],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0008230528,0.0002471074,0.3281133,0.0001515182,0.00008918691,0.0003195028,0.0006915657,0.00005678587,0.000749002,0.004015783,0.6604968,0.004246302],"study_design_scores_gemma":[0.001427147,0.000272795,0.4970168,0.0003468775,0.00005376599,0.00001296635,0.0004219537,0.0006146904,0.00008272948,0.002480046,0.4968787,0.0003915677],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5172918,0.0006555422,0.0005012201,0.02906927,0.0002034566,0.002400265,0.001130529,0.0001548549,0.4485931],"genre_scores_gemma":[0.7986433,0.004052246,0.009088903,0.001828443,0.0001249778,0.000001623567,0.0002913451,0.00005087479,0.1859183],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2813515,"threshold_uncertainty_score":0.9999921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02886767229862636,"score_gpt":0.2651252981570465,"score_spread":0.2362576258584201,"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."}}