{"id":"W4392114526","doi":"10.3998/mpub.12849979","title":"The Revolution Will Be Improvised","year":2024,"lang":"en","type":"book","venue":"University of Michigan Press eBooks","topic":"Latin American and Latino Studies","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Oxford; Egg Farmers of Canada; University of Pittsburgh; Emory University; University of Pennsylvania; Vanderbilt University","keywords":"History; Aeronautics; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003325496,0.0003432504,0.0002598324,0.0006140908,0.007957853,0.009750491,0.0009714748,0.002468616,0.008928068],"category_scores_gemma":[0.005185947,0.000222907,0.0003887187,0.0005942394,0.02244983,0.005630748,0.007360577,0.004967807,0.0026678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004506581,"about_ca_system_score_gemma":0.003310822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002043963,"about_ca_topic_score_gemma":0.003495713,"domain_scores_codex":[0.9956543,0.002357135,0.00006113828,0.0003599896,0.0008652064,0.0007021819],"domain_scores_gemma":[0.9981962,0.0006757682,0.0001646997,0.0004412746,0.0002177941,0.0003043404],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004468388,0.00007660702,0.0004947647,0.00007556311,0.000006623,0.0002714647,0.07308217,0.0001364474,0.0008282594,0.8383897,0.04779855,0.03879514],"study_design_scores_gemma":[0.00001212436,0.00003492679,0.0004885228,0.0001691966,0.000004949549,0.0001895417,0.02792432,0.0001579726,0.0007975452,0.05286846,0.9173403,0.00001218513],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03260636,0.002223706,0.006684736,0.02760359,0.001263657,0.00008310081,0.00003987894,0.0002324024,0.9292626],"genre_scores_gemma":[0.6574701,0.002167527,0.005481075,0.009165231,0.0005436261,0.0002638746,0.00009378065,0.0003826657,0.3244321],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.009750491,"threshold_uncertainty_score":0.03269762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01739869261480921,"score_gpt":0.2318683036324961,"score_spread":0.2144696110176869,"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."}}