{"id":"W2916875283","doi":"","title":"Thinking Big—And Thinking Small","year":2017,"lang":"en","type":"article","venue":"Bridges Conversations in Global Politics and Public Policy","topic":"Diverse Education and Engineering Focus","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Epistemology; Computer science; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0004215238,0.00008851246,0.00009954769,0.0001349135,0.001341847,0.001173355,0.0003381994,0.0000826607,0.00001328603],"category_scores_gemma":[0.001219134,0.0001006209,0.000023777,0.0001228751,0.0004368521,0.0002800114,0.0001459451,0.00008622701,0.000008326932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002424797,"about_ca_system_score_gemma":0.0005848108,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1024818,"about_ca_topic_score_gemma":0.005689108,"domain_scores_codex":[0.999093,0.00004209374,0.0001251183,0.0001594292,0.000180227,0.0004001428],"domain_scores_gemma":[0.9993638,0.00005619433,0.00006878544,0.0002042804,0.00006847191,0.0002384277],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[3.064649e-7,0.00001289802,0.0699387,0.000005825248,0.000006968443,0.000001077567,0.003742154,0.000002549717,1.906555e-7,0.9182559,0.0003352749,0.00769817],"study_design_scores_gemma":[0.000461057,0.000009594473,0.5353188,0.00003497189,0.00001191212,0.000005665522,0.007460855,0.0003227754,0.000001290114,0.1452374,0.3108985,0.0002372074],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.585829,0.0002265124,0.0003732353,0.1056528,0.001295561,0.0001856376,0.00006806992,0.0001180645,0.3062512],"genre_scores_gemma":[0.9970407,0.0003528726,0.0003474762,0.0009224729,0.0005164433,0.000004461368,0.000004399648,0.000004889027,0.0008062141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7730185,"threshold_uncertainty_score":0.9999583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0460330200886098,"score_gpt":0.3208929915647515,"score_spread":0.2748599714761417,"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."}}