{"id":"W2784238424","doi":"10.17605/osf.io/grqau","title":"ManyBabies 1: Analysis Scripts","year":2017,"lang":"en","type":"article","venue":"OSF Preprints (OSF Preprints)","topic":"Hermeneutics and Narrative Identity","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Scripting language; Computer science; Programming language","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00228066,0.0002615019,0.000450344,0.000232673,0.001908251,0.001614495,0.001495367,0.00009713871,0.7838839],"category_scores_gemma":[0.001158286,0.0002635016,0.0003934335,0.00005741166,0.0007360512,0.0006814582,0.001243713,0.0002926688,0.6528103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001002175,"about_ca_system_score_gemma":0.00006382499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002267043,"about_ca_topic_score_gemma":0.01297069,"domain_scores_codex":[0.9972685,0.0002317402,0.0004373113,0.001284536,0.0003729812,0.0004049565],"domain_scores_gemma":[0.9948276,0.0001012615,0.0003688386,0.00426151,0.0002595423,0.0001812288],"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":[0.0001500157,0.0009493782,0.3335882,0.0001582211,0.004791652,0.0001139087,0.02396851,0.0002947118,0.002116364,0.4443766,0.1656887,0.02380384],"study_design_scores_gemma":[0.0004009827,0.000001045573,0.1739826,0.00002655198,0.0005405476,0.000002452888,0.0005018052,0.0005056396,0.001560502,0.01892817,0.8030948,0.0004548947],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2714659,9.0445e-7,0.00005981146,0.0004692774,0.0005159726,0.0002279307,0.00002909623,0.00007210016,0.727159],"genre_scores_gemma":[0.5700346,0.00002814881,0.00003829223,0.00008753126,0.0001640707,0.00004007742,0.000008795349,0.00001493476,0.4295835],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6374061,"threshold_uncertainty_score":0.9999817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03708143628671663,"score_gpt":0.2700849131742549,"score_spread":0.2330034768875383,"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."}}