{"id":"W7028254993","doi":"","title":"Establishing beneficial roles:
\\nintegrating community members into archaeological practices in Atlantic Canada","year":2023,"lang":"en","type":"dissertation","venue":"Memorial University Research Repository (Memorial University)","topic":"Biomedical and Chemical Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Memorial University of Newfoundland","keywords":"Artifact (error); Documentation; Work (physics); Archaeological evidence; Stakeholder; Interpretation (philosophy); Private sector","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003515346,0.0002439789,0.0003708288,0.00142018,0.0231119,0.006702895,0.002413753,0.0007663526,0.004552184],"category_scores_gemma":[0.005141713,0.0003521885,0.0001897407,0.001818809,0.008055587,0.00118075,0.006600022,0.001212784,0.0002366811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08387547,"about_ca_system_score_gemma":0.2175464,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9892644,"about_ca_topic_score_gemma":0.997476,"domain_scores_codex":[0.9962888,0.000791883,0.00007927939,0.0002876771,0.0007935007,0.001758872],"domain_scores_gemma":[0.9922094,0.00117493,0.0005443081,0.0002283628,0.002291931,0.003551004],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001504771,0.000181483,0.1651765,0.0002588264,0.0000208965,0.001467852,0.6945788,0.0001939772,0.002309375,0.01041089,0.00729994,0.1179508],"study_design_scores_gemma":[0.000007817001,0.00004161053,0.1211601,0.0002310853,0.00001530692,0.00009721464,0.8327257,0.0002814694,0.0004318062,0.0005452642,0.04442997,0.0000327342],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9758438,0.0004668721,0.0003387838,0.003059672,0.00003624694,0.0001079553,0.00009038945,0.0000204017,0.02003589],"genre_scores_gemma":[0.9897742,0.0004351788,0.0007553704,0.0003521038,0.000004447012,0.00003994558,0.00004933769,0.00001167222,0.008577663],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08387547,"threshold_uncertainty_score":0.608562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04676717410823782,"score_gpt":0.3167596480987027,"score_spread":0.2699924739904648,"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."}}