{"id":"W4401542194","doi":"10.3998/mpub.14526504","title":"As for Protocols","year":2024,"lang":"en","type":"book","venue":"Amherst College Press eBooks","topic":"Posthumanist Ethics and Activism","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02688005,0.00250981,0.001678097,0.002587451,0.006355001,0.02768478,0.004912671,0.01263279,0.08260168],"category_scores_gemma":[0.06131412,0.001647487,0.002089381,0.00298424,0.02321871,0.04835762,0.01446049,0.02091014,0.06607383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01005721,"about_ca_system_score_gemma":0.0128619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003855917,"about_ca_topic_score_gemma":0.002291735,"domain_scores_codex":[0.9557409,0.02191719,0.004576053,0.0077877,0.007988703,0.001989469],"domain_scores_gemma":[0.9670323,0.01319307,0.00151754,0.01129105,0.005733797,0.001232288],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001345676,0.000006562431,0.00002681383,0.0001402818,0.000006810431,0.00002892908,0.0006894704,0.0000677177,0.00008114034,0.9162188,0.07156041,0.01115958],"study_design_scores_gemma":[0.000009340268,0.000008379127,0.00001713703,0.0002289051,0.000004905307,0.00005986223,0.0002038065,0.000129475,0.00009615439,0.1436623,0.8555666,0.00001321307],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006892561,0.009781736,0.1574428,0.08243879,0.02594792,0.001040098,0.001485895,0.005810232,0.7153633],"genre_scores_gemma":[0.06676023,0.01587365,0.1831444,0.09699953,0.01438595,0.005438707,0.003313154,0.006446599,0.6076379],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08260168,"threshold_uncertainty_score":0.2763302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09785653150888904,"score_gpt":0.3871072532717182,"score_spread":0.2892507217628292,"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."}}