{"id":"W4381093466","doi":"10.32920/ifmj.v3i2.1763","title":"Tech for Collaboration","year":2023,"lang":"en","type":"article","venue":"Interactive Film and Media Journal","topic":"Indigenous Studies and Ecology","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Indigenous; Natural resource management; Traditional knowledge; Natural resource; Resource management (computing); Knowledge management; Environmental resource management; Resource (disambiguation); Business; Geography; Political science; Ecology; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0005359912,0.00005984829,0.0001355093,0.000106333,0.002291529,0.0000107182,0.00004112178,0.00007988355,0.0002786836],"category_scores_gemma":[0.0008720275,0.0000459265,0.000026925,0.000116775,0.00002076316,0.0001029476,0.00004808222,0.0003369661,0.0001559582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001160202,"about_ca_system_score_gemma":0.0002276863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002315964,"about_ca_topic_score_gemma":0.0018991,"domain_scores_codex":[0.9991464,0.00008003649,0.0002077222,0.00008333415,0.00006231996,0.0004201855],"domain_scores_gemma":[0.998244,0.001059803,0.000135853,0.00003721739,0.0004485588,0.00007458773],"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":[0.0005227131,0.00004482738,0.01562502,0.0000885687,0.0001534254,0.00003772358,0.3645481,0.000005673683,0.001195168,0.001339975,0.6065587,0.009880028],"study_design_scores_gemma":[0.001666564,0.0003664656,0.02758063,0.0001063327,0.00003257558,0.00003376643,0.4276562,0.0003111739,0.000114069,0.003937463,0.5380636,0.0001311658],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9705791,0.0001712399,0.0006500582,0.009228026,0.009597447,0.0008685409,0.0001011598,0.00005807238,0.008746369],"genre_scores_gemma":[0.9918673,0.0008894575,0.0003037912,0.001164437,0.002137918,0.0002551904,0.00003025308,0.00001783345,0.003333796],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06849517,"threshold_uncertainty_score":0.9990073,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0461210418489634,"score_gpt":0.4402782742079008,"score_spread":0.3941572323589374,"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."}}