{"id":"W4394283778","doi":"10.6084/m9.figshare.3833184","title":"Introduction to Ecology: Quick Study of Hair Colour and Gender in the Classroom","year":2016,"lang":"en","type":"dataset","venue":"Figshare","topic":"Diverse Educational Innovations Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ecology; Geography; Biology","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":[0.001430984,0.00146619,0.001221831,0.003374575,0.0007585066,0.001898483,0.002448888,0.0016382,0.1365051],"category_scores_gemma":[0.0119315,0.000623635,0.001663709,0.004319353,0.0002980377,0.001625509,0.002447016,0.001299386,0.06540913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001083791,"about_ca_system_score_gemma":0.001917371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02635068,"about_ca_topic_score_gemma":0.06781401,"domain_scores_codex":[0.999049,0.0002083472,0.0001596814,0.0002756285,0.0001640991,0.0001431666],"domain_scores_gemma":[0.9946179,0.001854945,0.0007227787,0.001034952,0.001231862,0.0005375053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009571828,0.00003372471,0.006559007,0.001566889,0.00006842902,0.00001859894,0.00004049725,0.0001898373,0.00006112961,0.0002472767,0.9862016,0.004917391],"study_design_scores_gemma":[0.001042023,0.00006058827,0.06374813,0.001346237,0.0001545391,0.0000850041,0.0003096558,0.0006440325,0.000284964,0.001532485,0.930726,0.00006639859],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0002710956,0.00008164262,0.00008529228,0.0001003404,0.00002496719,0.0000305201,0.998668,0.000184373,0.0005538052],"genre_scores_gemma":[0.001742711,0.00009646793,0.0009710964,0.0001123893,0.00002418869,0.0004886414,0.9949648,0.000106996,0.001492695],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.1365051,"threshold_uncertainty_score":0.456655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08828016387726671,"score_gpt":0.2959526809177724,"score_spread":0.2076725170405057,"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."}}