{"id":"W7001239455","doi":"","title":"The impact of partnerships between researchers and community stakeholders: how, when and why are they successful?","year":2018,"lang":"en","type":"other","venue":"OSF Preprints (OSF Preprints)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Community participation; Data collection; Longitudinal study; Qualitative research","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":[0.07792635,0.0007034557,0.001058616,0.002757527,0.01962082,0.02146679,0.002827535,0.004282731,0.008870403],"category_scores_gemma":[0.1562493,0.0007802611,0.0007454395,0.003485077,0.01092835,0.01712574,0.02312693,0.004743061,0.001232363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01709023,"about_ca_system_score_gemma":0.04596745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02384648,"about_ca_topic_score_gemma":0.05908455,"domain_scores_codex":[0.8878862,0.08409029,0.001707235,0.00315376,0.009149723,0.01401278],"domain_scores_gemma":[0.8227758,0.09883036,0.01519912,0.008827432,0.02058403,0.03378316],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003385664,0.001621944,0.1105872,0.001895399,0.0002160516,0.004055222,0.5276482,0.0006009251,0.001219569,0.1027867,0.01204715,0.2369831],"study_design_scores_gemma":[0.00008028439,0.0004972391,0.02444169,0.002428203,0.0001451668,0.001024353,0.871562,0.000739523,0.001061211,0.02893008,0.0689831,0.0001071609],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7112409,0.007489916,0.009652324,0.08274897,0.0006082454,0.002714237,0.0003230311,0.0001457856,0.1850766],"genre_scores_gemma":[0.9902412,0.001317319,0.002876794,0.001227819,0.00003473978,0.0006149365,0.00004849117,0.00003493167,0.003603714],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07792635,"threshold_uncertainty_score":0.4121189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2027249959374434,"score_gpt":0.3542548267918294,"score_spread":0.151529830854386,"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."}}