{"id":"W6963340159","doi":"10.17605/osf.io/yd6j8","title":"Miranda Honours Project","year":2020,"lang":"en","type":"other","venue":"Open Science Framework","topic":"Ecology and biodiversity studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Set (abstract data type); Perspective (graphical); Data collection; Context (archaeology)","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003759679,0.0002032216,0.0002799611,0.00006670168,0.0005305156,0.0002019288,0.003700336,0.0002540567,0.02232918],"category_scores_gemma":[0.0002652161,0.0001655997,0.00004677705,0.001046557,0.0022257,0.0002091314,0.004422144,0.0003710705,0.00823693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001057733,"about_ca_system_score_gemma":0.00009132297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001351439,"about_ca_topic_score_gemma":0.0007357113,"domain_scores_codex":[0.9982309,0.00003405443,0.000100296,0.0008003486,0.0004235271,0.0004109138],"domain_scores_gemma":[0.9992508,0.00004232718,0.0001323283,0.0004507529,0.000004121323,0.0001197271],"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":[0.000007420513,0.00002601571,0.0253882,0.000004071811,0.00001049963,0.00001533985,0.0003892187,5.965827e-7,0.00001507559,0.0001693449,0.9720068,0.001967411],"study_design_scores_gemma":[0.0000953726,0.00006992329,0.005965134,0.00006015187,0.00001681976,0.000001751689,0.0002256534,0.000003433634,0.00002856236,0.0004542342,0.9928102,0.0002686861],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001971218,0.00006184573,0.00007383792,0.002157977,0.0006352444,0.0007359873,0.00003558619,0.00007800796,0.9960244],"genre_scores_gemma":[0.003767979,0.0002366705,0.05334885,0.005458147,0.0002500763,0.00004875401,0.000007884672,0.0001049145,0.9367767],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05924767,"threshold_uncertainty_score":0.9925353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02927712802659953,"score_gpt":0.3015531142996389,"score_spread":0.2722759862730394,"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."}}