{"id":"W623007023","doi":"","title":"New audiences for science : women, children, labourers","year":2012,"lang":"en","type":"book","venue":"Pickering & Chatto eBooks","topic":"Indigenous and Place-Based Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science; Gender studies; Sociology; Psychology","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"],"consensus_categories":[],"category_scores_codex":[0.002229429,0.0003356268,0.0003524338,0.0003114635,0.002809105,0.0003608537,0.0009046944,0.0003152547,0.0003510894],"category_scores_gemma":[0.0001401355,0.0003475911,0.0001284705,0.0001295655,0.0008295411,0.0002409368,0.00007538819,0.0003096628,0.0001204143],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002801046,"about_ca_system_score_gemma":0.01909314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003222519,"about_ca_topic_score_gemma":0.002699083,"domain_scores_codex":[0.9967595,0.00004227984,0.0003074925,0.0005751606,0.0007972057,0.00151837],"domain_scores_gemma":[0.9982921,0.0001545703,0.0003240551,0.0003646054,0.0002357145,0.000628922],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000535365,0.00005122297,0.001841551,0.0001710586,0.000117054,0.000001352162,0.6087916,0.000009006118,0.0001228497,0.2102502,0.02888264,0.1497079],"study_design_scores_gemma":[0.0001998134,0.00008991936,0.0008205308,0.000147881,0.00004469709,0.000001915562,0.002305933,8.261889e-7,0.0001649728,0.01172807,0.9838879,0.000607543],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02861665,0.0008314466,0.0004149215,0.0003276233,0.004551258,0.001828201,0.00005351034,0.0002474352,0.963129],"genre_scores_gemma":[0.05398281,0.00006025101,0.0009301938,0.0002896291,0.005564096,0.0001536264,0.00003029621,0.00005987938,0.9389292],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9550053,"threshold_uncertainty_score":0.9998976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01936325864963507,"score_gpt":0.291903195358051,"score_spread":0.2725399367084159,"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."}}