{"id":"W4313651718","doi":"10.1017/cft.2022.7.pr10","title":"Decision: The unique value proposition for using drones to map coastal ecosystems — R1/PR10","year":2022,"lang":"en","type":"peer-review","venue":"","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Drone; Context (archaeology); Environmental resource management; Ecosystem; Value proposition; Sustainability; Geography; Grassroots; Environmental planning; Business; Ecology; Environmental science; Politics; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01320042,0.0005122093,0.0004692672,0.001573451,0.002017425,0.009399456,0.001603762,0.005234021,0.04527318],"category_scores_gemma":[0.06154728,0.0003250278,0.0005715937,0.001158676,0.001866008,0.005854211,0.00336852,0.003528496,0.02536689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001993709,"about_ca_system_score_gemma":0.01028149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005203152,"about_ca_topic_score_gemma":0.007908372,"domain_scores_codex":[0.9850678,0.003842263,0.0007581913,0.0009173722,0.008679176,0.0007351121],"domain_scores_gemma":[0.949358,0.01025921,0.002438311,0.003084579,0.03029696,0.004562856],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001135748,0.00007028076,0.002007065,0.0007212188,0.00005017616,0.000548248,0.0004540236,0.0008535763,0.001669073,0.05357751,0.7055988,0.2343364],"study_design_scores_gemma":[0.0000236799,0.00004760747,0.0007087613,0.0003178816,0.00001575437,0.0001491357,0.0004277085,0.0005658768,0.0007780482,0.008173039,0.9887631,0.00002938143],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01596652,0.007911674,0.03603392,0.3235332,0.03159238,0.002044655,0.003748609,0.001549357,0.5776198],"genre_scores_gemma":[0.2404341,0.01865629,0.0852651,0.06844858,0.01973123,0.001548544,0.006183358,0.001644112,0.5580888],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9867996,"threshold_uncertainty_score":0.1514539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02380410198459343,"score_gpt":0.2883974458249662,"score_spread":0.2645933438403728,"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."}}